Logical procedure for determing the appropriate method of calculating the process capability

Različite vrste utjecaja koji djeluju unutar relativno jednostavnih proizvodnih procesa dovode do toga da u tim procesima vlada složeni sustav djelovanja na izlazne parametre procesa. Predviđanje izlaznih parametara u budućnosti predstavlja izazov i zahtijeva upotrebu niza statističkih alata kao važnih dijelova sustava osiguranja kvalitete unutar proizvodnih sustava. Različite matematičke distribucije vjerojatnosti kojima se mogu opisati izlazni parametri vrlo često otežavaju procjenu sposobnosti procesa. Odabir načina izračuna sposobnosti procesa zahtijeva pred-procesiranje podataka s kojima je moguće doći do konciznog i preciznog zaključka o stanju procesa. U ovom je radu predložen postupak pred-procesiranja podataka temeljem kojeg je moguće odabrati prikladnu formulu za izračun sposobnosti procesa. Prikazane su matematičke metode koje su sastavni dio postupka, kao i njihova primjena na primjeru iz automobilske industrije.Various types of influences that operate within a relatively simple production systems lead to the fact that, in these processes, a complex system of governing actions on the output parameters exists. Predicting output parameters in the future is a challenge and requires the use of many statistical tools as an important part of quality assurance in production systems. Various mathematical probability distributions that can describe the output parameters often make it difficult to assess process capability. Selection of process capability calculating formula requires data pre-processing with which it is possible to reach concise and accurate conclusions about the state of the process. This paper proposes the procedure for data pre-processing based on which it is possible to choose the appropriate formula for the calculation of process capability. Mathematical methods that are an integral part of the process are presented as well as their application in the example from the automotive industry

Risk factors and action thresholds for the novel coronavirus pandemic. Insights from the Italian Society of Nephrology COVID-19 Survey

365noBackground and aim: Over 80% (365/454) of the nation’s centers participated in the Italian Society of Nephrology COVID-19 Survey. Out of 60,441 surveyed patients, 1368 were infected as of April 23rd, 2020. However, center-specific proportions showed substantial heterogeneity. We therefore undertook new analyses to identify explanatory factors, contextual effects, and decision rules for infection containment. Methods: We investigated fixed factors and contextual effects by multilevel modeling. Classification and Regression Tree (CART) analysis was used to develop decision rules. Results: Increased positivity among hemodialysis patients was predicted by center location [incidence rate ratio (IRR) 1.34, 95% confidence interval (CI) 1.20–1.51], positive healthcare workers (IRR 1.09, 95% CI 1.02–1.17), test-all policy (IRR 5.94, 95% CI 3.36–10.45), and infected proportion in the general population (IRR 1.002, 95% CI 1.001–1.003) (all p < 0.01). Conversely, lockdown duration exerted a protective effect (IRR 0.95, 95% CI 0.94–0.98) (p < 0.01). The province-contextual effects accounted for 10% of the total variability. Predictive factors for peritoneal dialysis and transplant cases were center location and infected proportion in the general population. Using recursive partitioning, we identified decision thresholds at general population incidence ≥ 229 per 100,000 and at ≥ 3 positive healthcare workers. Conclusions: Beyond fixed risk factors, shared with the general population, the increased and heterogeneous proportion of positive patients is related to the center’s testing policy, the number of positive patients and healthcare workers, and to contextual effects at the province level. Nephrology centers may adopt simple decision rules to strengthen containment measures timely.nonenoneNordio M.; Reboldi G.; Di Napoli A.; Quintaliani G.; Alberici F.; Postorino M.; Aucella F.; Messa P.; Brunori G.; Brunori G.; Bosco M.; Malberti F.; Mandreoli M.; Mazzaferro S.; Movilli E.; Ravera M.; Salomone M.; Santoro D.; PostorinoLimido M.A.; Bonomini M.; Stingone A.; Maccarone M.; Di Loreto E.; Stacchiotti L.; Malandra R.; Chiarella S.; D'Agostino F.; Fuiano G.; Nicodemo L.; Bonofiglio R.; Greco S.; Mallamaci F.; Barreca E.; Caserta C.; Bruzzese V.; Galati D.; Tramontana D.; Viscione M.; Chiuchiolo L.; Tuccillo S.; Sepe M.; Vitale F.; Ciriana E.; Santoro D.; Martignetti V.; Caserta D.; Stizzo A.; Romano A.; Iulianiello G.; Cascone E.; Minicone P.; Chiricone D.; Delgado G.; Barbato A.; Celentano S.; Molfino I.; Coppola S.; Raiola I.; Abategiovanni M.; Borrelli S.; Margherita C.; Bruno F.; Ida M.; Aliperti E.; Potito D.; Cuomo G.; De Luca M.; Merola M.; Botta C.; Garofalo G.; Alinei P.; Paglionico C.; Roano M.; Vitale S.; Ierardi R.; Fimiani V.; Conte G.; Di Natale G.; Romano M.; Di Marino V.; Scafarto A.; Meccariello S.; Pecoraro C.; Di Stazio E.; Di Meglio E.; Cuomo A.; Maresca B.; Rotaia E.; Capasso G.; Auricchio M.; Pluvio C.; Maddalena L.; De Maio A.; Palladino G.; Buono F.; Gigliotti G.; Mandreoli M.; Mancini E.; La Manna G.; Storari A.; Mosconi G.; Cappelli G.; Scarpioni R.; Gregorini M.; Rigotti A.; Mancini W.; Bianco F.; Boscutti G.; Amici G.; Tosto M.; Fini R.; Pace G.; Cioffi A.; Boccia E.; Di Lullo L.; Di Zazzo G.; Simonelli R.; Bondatti F.; Miglio L.; Rifici N.; Treglia A.; Muci M.; Baldinelli G.; Rizzi E.; Lonzi M.; De Cicco C.; Forte F.; De Paolis P.; Grandaliano G.; Cuzziol C.; Torre V.M.; Sfregola P.; Rossi V.; Fabio G.; Flammini A.; Filippini A.; Onorato L.; Vendola F.; Di Daniela N.; Alfarone C.; Scabbia L.; Ferrazzano M.; Grotta B.D.; Gamberini M.; Fazzari L.; Mene P.; Morgia A.; Catucci A.; Palumbo R.; Puliti M.; Marinelli R.; Polito P.; Marrocco F.; Morabito S.; Rocca R.; Nazzaro L.; Lavini R.; Iamundo V.; Chiappini M.; Casarci M.; Morosetti M.; Hassan S.; Alfarone C.; Ferrazzano M.; Firmi G.; Galliani M.; Serraiocco M.; Feriozzi S.; Valentini W.; Sacco P.; Garibotto G.; Cappelli V.; Saffioti C.; Repetto M.; Rolla D.; Lorenz M.; Pedrini L.; Polonioli D.; Galli E.; Ruggenenti P.; Scolari F.; Bove S.; Costantino E.; Bracchi M.; Mangano S.; Depetri G.; Malberti F.; La Milia V.; Farina M.; Zecchini S.; Savino R.; Melandri M.; Guastoni C.; Paparella M.; Gallieni M.; Minetti E.; Bisegna S.; Messa P.; Righetti M.; Badalamenti S.; Guastoni C.; Alberghini E.; Bertoli S.; Fabbrini P.; Albrizio P.; Rampino T.; Colturi C.; Rombola G.; Lucatello A.; Guerrini E.; Ranghino A.; Lenci F.; Fanciulli E.; Santarelli S.; Damiani C.; Garofalo D.; Sopranzi F.; Santoferrara A.; Di Luca M.; Galiotta P.; Brigante M.; Manganaro M.; Maffei S.; Berto I.; Besso L.; Viglino G.; Besso L.; Cusinato S.; ChiarinottiChiappero D.F.; Tognarelli G.; Gianoglio B.; Salomone M.; Forneris G.; Biancone L.; Savoldi S.; Vitale C.; Boero R.; Filiberti O.; Borzumati M.; Gesualdo L.; Lomonte C.; Gernone G.; Pallotta G.; Di Paolo S.; Vernaglione L.; Specchio A.; Stallone G.; Dell'Aquila R.; Aucella F.; Sandri G.; Russo F.; Napoli M.; Marangi A.; Morrone L.; Di Stratis C.; Fresu A.; Cicu F.; Murtas S.; Manca O.; Pani A.; Pilloni M.; Pistis R.; Cadoni M.; Contu B.; Logias F.; Ivaldi R.; Fancello S.; Cossu M.; Lepori G.; Lepori G.; Vittoria S.; Battiati E.; Arnone M.; Rome M.; Barbera A.; Granata A.; Collura G.; Dico C.L.; Pugliese G.; Di Natale E.; Rizzari G.; Cottone L.; Longo N.; Battaglia G.; Marcantoni C.; Giannetto G.; Tumino G.; Randazzo F.; Bellissimo L.; Faro F.L.; Grippaldi F.; Urso S.; Quattrone G.; Todaro I.; Vincenzo D.; Murgo A.; Masuzzo M.; Pisacane A.; Monardo P.; Santoro D.; Pontorierro M.; Quari C.; Bauro A.; Chimenz R.R.; Alfio D.; Girasole F.; Cascio A.L.; Caviglia A.; Tornese F.; Sirna F.; Altieri C.; Cusumano R.; Saveriano V.; La Corte A.; Locascio G.; Rotolo U.; Rome M.; Musso S.; Risuglia L.; Blanco G.; Minardo G.; Castellino S.; Zappulla Z.; Randone S.; Di Francesca M.; Cassetti C.C.; Oddo G.; Buscaino G.; Mucaria F.; Barraco V.I.; Di Martino A.; Mucaria F.; Rallo D.; Dani L.; Campolo G.; Manescalchi F.; Biagini M.; Agate M.; Panichi V.; Casani A.; Traversari L.; Garosi G.; Brunori G.; Tabbi M.; Selvi A.; Cencioni L.; Fagugli R.; Timio F.; Leveque A.; Manes M.; Mennella G.; Calo L.; Fiorini F.; Abaterusso C.; Calzavara P.; Nordio M.; Meneghel G.; Bonesso C.; Gambaro G.; Gammaro L.; Rugiu C.; Dell'Aquila R.; Dell'Aquila R.; Ronco C.; Rugiu C.Nordio, M.; Reboldi, G.; Di Napoli, A.; Quintaliani, G.; Alberici, F.; Postorino, M.; Aucella, F.; Messa, P.; Brunori, G.; Brunori, G.; Bosco, M.; Malberti, F.; Mandreoli, M.; Mazzaferro, S.; Movilli, E.; Ravera, M.; Salomone, M.; Santoro, D.; Postorinolimido, M. A.; Bonomini, M.; Stingone, A.; Maccarone, M.; Di Loreto, E.; Stacchiotti, L.; Malandra, R.; Chiarella, S.; D'Agostino, F.; Fuiano, G.; Nicodemo, L.; Bonofiglio, R.; Greco, S.; Mallamaci, F.; Barreca, E.; Caserta, C.; Bruzzese, V.; Galati, D.; Tramontana, D.; Viscione, M.; Chiuchiolo, L.; Tuccillo, S.; Sepe, M.; Vitale, F.; Ciriana, E.; Santoro, D.; Martignetti, V.; Caserta, D.; Stizzo, A.; Romano, A.; Iulianiello, G.; Cascone, E.; Minicone, P.; Chiricone, D.; Delgado, G.; Barbato, A.; Celentano, S.; Molfino, I.; Coppola, S.; Raiola, I.; Abategiovanni, M.; Borrelli, S.; Margherita, C.; Bruno, F.; Ida, M.; Aliperti, E.; Potito, D.; Cuomo, G.; De Luca, M.; Merola, M.; Botta, C.; Garofalo, G.; Alinei, P.; Paglionico, C.; Roano, M.; Vitale, S.; Ierardi, R.; Fimiani, V.; Conte, G.; Di Natale, G.; Romano, M.; Di Marino, V.; Scafarto, A.; Meccariello, S.; Pecoraro, C.; Di Stazio, E.; Di Meglio, E.; Cuomo, A.; Maresca, B.; Rotaia, E.; Capasso, G.; Auricchio, M.; Pluvio, C.; Maddalena, L.; De Maio, A.; Palladino, G.; Buono, F.; Gigliotti, G.; Mandreoli, M.; Mancini, E.; La Manna, G.; Storari, A.; Mosconi, G.; Cappelli, G.; Scarpioni, R.; Gregorini, M.; Rigotti, A.; Mancini, W.; Bianco, F.; Boscutti, G.; Amici, G.; Tosto, M.; Fini, R.; Pace, G.; Cioffi, A.; Boccia, E.; Di Lullo, L.; Di Zazzo, G.; Simonelli, R.; Bondatti, F.; Miglio, L.; Rifici, N.; Treglia, A.; Muci, M.; Baldinelli, G.; Rizzi, E.; Lonzi, M.; De Cicco, C.; Forte, F.; De Paolis, P.; Grandaliano, G.; Cuzziol, C.; Torre, V. M.; Sfregola, P.; Rossi, V.; Fabio, G.; Flammini, A.; Filippini, A.; Onorato, L.; Vendola, F.; Di Daniela, N.; Alfarone, C.; Scabbia, L.; Ferrazzano, M.; Grotta, B. D.; Gamberini, M.; Fazzari, L.; Mene, P.; Morgia, A.; Catucci, A.; Palumbo, R.; Puliti, M.; Marinelli, R.; Polito, P.; Marrocco, F.; Morabito, S.; Rocca, R.; Nazzaro, L.; Lavini, R.; Iamundo, V.; Chiappini, M.; Casarci, M.; Morosetti, M.; Hassan, S.; Alfarone, C.; Ferrazzano, M.; Firmi, G.; Galliani, M.; Serraiocco, M.; Feriozzi, S.; Valentini, W.; Sacco, P.; Garibotto, G.; Cappelli, V.; Saffioti, C.; Repetto, M.; Rolla, D.; Lorenz, M.; Pedrini, L.; Polonioli, D.; Galli, E.; Ruggenenti, P.; Scolari, F.; Bove, S.; Costantino, E.; Bracchi, M.; Mangano, S.; Depetri, G.; Malberti, F.; La Milia, V.; Farina, M.; Zecchini, S.; Savino, R.; Melandri, M.; Guastoni, C.; Paparella, M.; Gallieni, M.; Minetti, E.; Bisegna, S.; Messa, P.; Righetti, M.; Badalamenti, S.; Guastoni, C.; Alberghini, E.; Bertoli, S.; Fabbrini, P.; Albrizio, P.; Rampino, T.; Colturi, C.; Rombola, G.; Lucatello, A.; Guerrini, E.; Ranghino, A.; Lenci, F.; Fanciulli, E.; Santarelli, S.; Damiani, C.; Garofalo, D.; Sopranzi, F.; Santoferrara, A.; Di Luca, M.; Galiotta, P.; Brigante, M.; Manganaro, M.; Maffei, S.; Berto, I.; Besso, L.; Viglino, G.; Besso, L.; Cusinato, S.; Chiarinottichiappero, D. F.; Tognarelli, G.; Gianoglio, B.; Salomone, M.; Forneris, G.; Biancone, L.; Savoldi, S.; Vitale, C.; Boero, R.; Filiberti, O.; Borzumati, M.; Gesualdo, L.; Lomonte, C.; Gernone, G.; Pallotta, G.; Di Paolo, S.; Vernaglione, L.; Specchio, A.; Stallone, G.; Dell'Aquila, R.; Aucella, F.; Sandri, G.; Russo, F.; Napoli, M.; Marangi, A.; Morrone, L.; Di Stratis, C.; Fresu, A.; Cicu, F.; Murtas, S.; Manca, O.; Pani, A.; Pilloni, M.; Pistis, R.; Cadoni, M.; Contu, B.; Logias, F.; Ivaldi, R.; Fancello, S.; Cossu, M.; Lepori, G.; Lepori, G.; Vittoria, S.; Battiati, E.; Arnone, M.; Rome, M.; Barbera, A.; Granata, A.; Collura, G.; Dico, C. L.; Pugliese, G.; Di Natale, E.; Rizzari, G.; Cottone, L.; Longo, N.; Battaglia, G.; Marcantoni, C.; Giannetto, G.; Tumino, G.; Randazzo, F.; Bellissimo, L.; Faro, F. L.; Grippaldi, F.; Urso, S.; Quattrone, G.; Todaro, I.; Vincenzo, D.; Murgo, A.; Masuzzo, M.; Pisacane, A.; Monardo, P.; Santoro, D.; Pontorierro, M.; Quari, C.; Bauro, A.; Chimenz, R. R.; Alfio, D.; Girasole, F.; Cascio, A. L.; Caviglia, A.; Tornese, F.; Sirna, F.; Altieri, C.; Cusumano, R.; Saveriano, V.; La Corte, A.; Locascio, G.; Rotolo, U.; Rome, M.; Musso, S.; Risuglia, L.; Blanco, G.; Minardo, G.; Castellino, S.; Zappulla, Z.; Randone, S.; Di Francesca, M.; Cassetti, C. C.; Oddo, G.; Buscaino, G.; Mucaria, F.; Barraco, V. I.; Di Martino, A.; Mucaria, F.; Rallo, D.; Dani, L.; Campolo, G.; Manescalchi, F.; Biagini, M.; Agate, M.; Panichi, V.; Casani, A.; Traversari, L.; Garosi, G.; Brunori, G.; Tabbi, M.; Selvi, A.; Cencioni, L.; Fagugli, R.; Timio, F.; Leveque, A.; Manes, M.; Mennella, G.; Calo, L.; Fiorini, F.; Abaterusso, C.; Calzavara, P.; Nordio, M.; Meneghel, G.; Bonesso, C.; Gambaro, G.; Gammaro, L.; Rugiu, C.; Dell'Aquila, R.; Dell'Aquila, R.; Ronco, C.; Rugiu, C

Risk factors and action thresholds for the novel coronavirus pandemic. Insights from the Italian Society of Nephrology COVID-19 Survey

Background and aim: Over 80% (365/454) of the nation\u2019s centers participated in the Italian Society of Nephrology COVID-19 Survey. Out of 60,441 surveyed patients, 1368 were infected as of April 23rd, 2020. However, center-specific proportions showed substantial heterogeneity. We therefore undertook new analyses to identify explanatory factors, contextual effects, and decision rules for infection containment. Methods: We investigated fixed factors and contextual effects by multilevel modeling. Classification and Regression Tree (CART) analysis was used to develop decision rules. Results: Increased positivity among hemodialysis patients was predicted by center location [incidence rate ratio (IRR) 1.34, 95% confidence interval (CI) 1.20\u20131.51], positive healthcare workers (IRR 1.09, 95% CI 1.02\u20131.17), test-all policy (IRR 5.94, 95% CI 3.36\u201310.45), and infected proportion in the general population (IRR 1.002, 95% CI 1.001\u20131.003) (all p &lt; 0.01). Conversely, lockdown duration exerted a protective effect (IRR 0.95, 95% CI 0.94\u20130.98) (p &lt; 0.01). The province-contextual effects accounted for 10% of the total variability. Predictive factors for peritoneal dialysis and transplant cases were center location and infected proportion in the general population. Using recursive partitioning, we identified decision thresholds at general population incidence 65 229 per 100,000 and at 65 3 positive healthcare workers. Conclusions: Beyond fixed risk factors, shared with the general population, the increased and heterogeneous proportion of positive patients is related to the center\u2019s testing policy, the number of positive patients and healthcare workers, and to contextual effects at the province level. Nephrology centers may adopt simple decision rules to strengthen containment measures timely

Risk factors and action thresholds for the novel coronavirus pandemic. Insights from the Italian Society of Nephrology COVID-19 Survey

Background and aim: Over 80% (365/454) of the nation’s centers participated in the Italian Society of Nephrology COVID-19 Survey. Out of 60,441 surveyed patients, 1368 were infected as of April 23rd, 2020. However, center-specific proportions showed substantial heterogeneity. We therefore undertook new analyses to identify explanatory factors, contextual effects, and decision rules for infection containment. Methods: We investigated fixed factors and contextual effects by multilevel modeling. Classification and Regression Tree (CART) analysis was used to develop decision rules. Results: Increased positivity among hemodialysis patients was predicted by center location [incidence rate ratio (IRR) 1.34, 95% confidence interval (CI) 1.20–1.51], positive healthcare workers (IRR 1.09, 95% CI 1.02–1.17), test-all policy (IRR 5.94, 95% CI 3.36–10.45), and infected proportion in the general population (IRR 1.002, 95% CI 1.001–1.003) (all p &lt; 0.01). Conversely, lockdown duration exerted a protective effect (IRR 0.95, 95% CI 0.94–0.98) (p &lt; 0.01). The province-contextual effects accounted for 10% of the total variability. Predictive factors for peritoneal dialysis and transplant cases were center location and infected proportion in the general population. Using recursive partitioning, we identified decision thresholds at general population incidence ≥ 229 per 100,000 and at ≥ 3 positive healthcare workers. Conclusions: Beyond fixed risk factors, shared with the general population, the increased and heterogeneous proportion of positive patients is related to the center’s testing policy, the number of positive patients and healthcare workers, and to contextual effects at the province level. Nephrology centers may adopt simple decision rules to strengthen containment measures timely

Risk factors and action thresholds for the novel coronavirus pandemic. Insights from the Italian Society of Nephrology COVID-19 Survey

Over 80% (365/454) of the nation's centers participated in the Italian Society of Nephrology COVID-19 Survey. Out of 60,441 surveyed patients, 1368 were infected as of April 23rd, 2020. However, center-specific proportions showed substantial heterogeneity. We therefore undertook new analyses to identify explanatory factors, contextual effects, and decision rules for infection containment