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Outcomes of heart failure with reduced, mildly reduced, or preserved ejection fraction: the ESC HF III registry
L H L Lund, Aldo P Maggioni, M. Crespo-Leiro, Israel Gotsman, Eleonora Vataman, Lucica Grigorică, Duška Glavaš, Dulce A Brito, Stefan Anker, Ovidiu Chioncel, G Filippatos, Mitja J. Lainscak, Theresa A McDonagh, Alexandre Mebazaa, Massimo Francesco Piepoli, Frank Ruschitzka, Gianluigi Savarese, Petar M Seferović, Marco Metra, Giuseppe Rosano, the ESC EORP HF III National Leaders and Investigators, A Vahanian, A Budaj, N Dagres, N Danchin, V Delgado, J Emberson, O Friberg, C P Gale, G Heyndrickx, B Iung, S James, A P Kappetein, A P Maggioni, N Maniadakis, K V Nagy, G Parati, A-S Petronio, M Pietila, E Prescott, F Ruschitzka, F Van de Werf, F Weidinger, U Zeymer, B Beleslin, O Chioncel, D Erlinge, M Glikson, A Gray, M Kayikcioglu, A Nedoshivin, A-P Petronio, J W Roos-Hesselink, L Wallentin, B A Popescu, D Adlam, A L P Caforio, D Capodanno, M Dweck, Laurent Fauchier, Marek Gierlotka, Tina Hansen, J Hausleiter, P Ludman, L H Lund, Julien Magne, S Matskeplishvili, B Meder, Julinda Mehilli, D Neglia, A A Pasquet, Eva Prescott, F J Rossello, S M Shaheen, A Torbica, C Bouleti, L Fauchier, M Gilard, J Magne, T Pilgrim, J Rossello, AvTimoteo, Andrew Coats, Ahmed Bennis, Andrejs Erglis, Alena Kurlianskaya, Amina Rakisheva, A. Simms, Barnabas Gellen, Bela Merkely, Candida Fonseca, Daniela Cassar Demarco, Eva Goncalvesova, Elizabeta Srbinovska Kostovska, Erkin Mirrakhimov, Gani Bajraktari, Grigorios Giamouzis, Artan Goda, Gulnaz Dadashova, Hadi Skouri, Heli Tolppanen, José Manuel García Pinilla, Lars Lysgaard Gullestad, Leonid Voronkov, Magdy Abdelhamid, Micha T. Maeder, Morten Schou, Miloš Táborský, Mikheil Tsverava, Petra Van Pol, Plamen Gatzov, Rudolf Berger, STEFAN STOERK, Timur Abdullaev, Tiina Uuetoa, Vassilis I. Barberis, Vyacheslav Mareev, Wachter Rolf, Walter Droogné, Yuksel Cavusoglu, S Benkhedda, D Djermane, M Baouni, F Benouareth, K Mouzaoui, N Dahimene, S Mansouri, F Kerkouri, A Chibane, M Djouhri, S Benferhat, L Talbi, Y Bouhouita-Guermech, R Benkouar, A Boudrifa, H Elnaajer, K Bouasria, O Kassoul, Y Tir, D-E Nibouche, A Sik, A Bounah, N Hammoudi, G Sofiane, M Bouame, A Sayah, E Tebbache, A Kachenoura, F Daimellah, M T C Bouafia, N Dammene Debbih, W Takdemt, T Manukyan, L Tumasyan, A Chilingaryan, A Stepanyan, L Tunyan, H Hayrapetyan, K Azaryan, M Tadevosyan, H Poghosyan, H Sisakian, G Martirosyan, L Sahakyan, M Hovhannisyan, S Pepoyan, A Kurlianskaya, D Salauyou, A Kozyrava, O Shatova, T Troyanova-Shchutskaia, M Vanderheyden, A. Moya, H Batjoens, A.-C. Pouleur, O Gurne, E Tshilanda, F Severino, W Mullens, M Dupont, S Christiaens, C Claes, S Lenaerts, D Derthoo, M Dumoulein, S Naessens, I Senesael, M De Coninck, W Droogne, E Sels, V Servaes, P Troisfontaines, E Hoffer, M Melissopoulou, D Malmendier, M Massoz, S Jacquet, V Dinraths, E Begic, A Mujakovic, A Subo, A Selimagic, F Custovic, D Mackic, E Dzambasovic-Karaselimovic, A Cehajic, A Djozic, A Biscevic-Obradovic, F Kadic, E Hrvat, I Kurbasic, M Tuce, A Durak-Nalbantic, A Dzubur, E Jahic, S Sokolovic, Z Gljiva Gogic, K Aganovic, F Zvizdic, A Begic, N Resic, E Hodzic, M Halilcevic, M Vucijak Grgurevic, N Hadžibegic, N Sabanovic Bajramovic, S Miseljic, E Smajic, Z Kušljugic, L Dizdarevic-Hudic, K Kovacevic, D Loncar, M Kovacevic, M Selimovic, U Pajic, I Hudic, A Avdic, A Bijedic, A Brkic, D Mršic, E Becirovic, I Bijedic, J Djelmic, M Ejubovic, L Pojskic, E Ramic, M Sammak, H Selimovic, E Stimjanin, M Sut, H Torlak, I Bisco, D Bogicevic, A Brkovic, R Salgado, A. Silva, B Azeredo, D De Souza, I Couri, L Salgado, M Tokmakova, D Jovanovska, N Runev, B Stoimenov, E Manov, R Pancheva, V Kolev, V Mincheva, V Tsanova, O Eftimova, I Gruev, M Mintchev, V Stoyanovski, T Petrusheva, V Persic, M Barisic, D Raljevic, D Milicic, J A Borovac, T Zaninovic Jurjevic, J Sikic, K Pesek, S Roginic, N Borsic, T Friscic, Z Planinic, T Christodoulides, S Kakoulli, V Barberis, T Michaelidou, H Hasan-Ali, M Abdel Ghany, A Halim, S Dimitry, P P S Selwanos, M Hassan, A-S M Sabry, Y A Abdelhady Ahmed, T Osman, M Eshak, M El Sayed, K Menyawi, A Roshdy, W El Kilany, A Abdeltawab, A R El Sayed, O Botrous, A El Bagoury, A Samir, H Kandil, M Hosny, M Abdelghany, M Abdelhamid, M K Shokry, S Essam, A Kamal, H Ammar, A Kamel, A Magdy, H Elnesr, M Amin, M M Yousif, A H Eladawy, M F Areed, M H Abdelnabi, A G Mahmoud, M F Abdelrahman, A Elbahry, A Saad, M Ali, T Uuetoa, S Udalova, T Anier, S Viks, B Veermäe, H Tolppanen, K Oksaharju, N Mewton, A Jobbé Duval, C Boiteux, C Bergerot, G Baudry, L Sebbag, M Buisson, D Mohamed-Said, F El Harrane, M Koenig, N El-Jonhy, A Galat, D Bodez, C Chalard, F Djelaili, S Guendouz, S Oghina, T Damy, M Idjellidaine, M Kharoubi, N Djefel, Y Sellah, R. Pilato, J Inamo, A Monfort, N Ozier-Lafontaine, D Guijarro, T Fourme, A Monard, P Bouheret, M Salvat, A Boignard, C Augier, C Casset, M Maurin, E Plan, D Pollet, P Jourdain, E Berthelot, M T Bailly, N Hrynchyshyn, G Leprun, B Livarek, J.-L. Georges, N Baron, C Charbonnel, J-B Azowa, C Bachelet, P Cloitre, P Poret, S. Braun, O Zid, G Kabalu, A Denizet Mulocher, C Bros, C Dericbourg, C Saint Andre, E Lefebvre, J-F Laine, G Terrien, J-C Amirault, D Lecuyer, M Rousseau, F Beauvais, A Cohen-Solal, D Logeart, N Bennacer, B Gellen, JM. Tartiere, F Challal, F Fellini, R Landes, A Elkeurti, C Genin, P Armangau, V Gardan, M Galinier, O Lairez, J Roncalli, C Biendel, C Delmas, C Delon, E Cariou, P Fournier, R Itier, A Karavidas, D Balta, C Mandila, E Velaoras, I N Karavidas, L Michalis, K Naka, A Bechlioulis, L Lakkas, A Rammos, I Dimou, C Karvounis, M-A Bazbani, B Merkely, A Kosztin, N Nyolczas, D Vagany, I Juhasz, S Papp, M Szabo, E Szogi, A Pálinkás, I Szoko Csaszar, I Juhasz Nagy, S Rostásné Toth, T Habon, M Rabai, R Halmosi, R Gal, L Illes, S Kovacsne Levang, H Ali Farhan, I F Yaseen, E Radzishevsky, O Ezra, T Levinas, I Nordkin, S Benyamin, Tel M Laufer-Perel, A Milwidsky, B Sadeh, D Wexler, O Havakuk, Y Arbel, M Revivo, S Sadon, M Metra, L Italia, L. Rossi, Cassano Delle A Passantino, R Carbonara, C Rizzo, R La Gioia, M Milli, F Grossi, N D Brunetti, A Mallardi, M Correale, M Penco, G Patti, S Romano, R Petroni, E Salustri, S Minardi, S Scalvini, E Zanelli, A Olivares, P Agostoni, M Doldi, E Salvioni, P Gugliandolo, A Frisinghelli, C Calloni, C Cadeddu Dessalvi, M Deidda, A Peccianti, D Cocco, E Garau, A Cittadini, A Salzano, F Giallauria, G Crisci, R Lucci, A M Marra, V Valente, R D´assante, P Perrone-Filardi, P Gargiulo, S Paolillo, L Bardi, S Dellaversana, G Novo, A Ferlisi, D Adorno, E Bonni, E Corrado, F Sabatino, S Novo, M F Piepoli, B Matrone, G Halasz, L Moderato, V Pelizzoni, M Mancone, C Miotti, E Pagliaroli, M Magnocavallo, San Vito Al D Pavan, T Durat, V D’Onofrio, A Gardin, G Ganci, F Martinis, N Pezzutto, S Maier, G Sinagra, M Merlo, L Restivo, F Ramani, D Miani, M Baldassi, M Driussi, F L Ribichini, L Maritan, M Cicoira, M Lia, M Setti, M De Stefano, B Zholdin, G Mamedova, R Iznatova, Y Sim, R Tuleutayev, A Nurmukhambetova, I Yakupova, D Urazbekov, N Aidargaliyeva, A Akanova, A Makhmudova, A Tleules, G Nurbekova, M Akilbekova, S Nurlybai, A Aizhan, A Rakisheva, A Illyassova, A Dzholdasbekova, Z Ismagulova, A Kassenova, M Alkenova, E Mirrakhimov, K Neronova, J Esenbekova, D Zaliaduonyte, J Laukaitiene, J Borkyte, A Mazutaviciute, R Norvilaite, J Celutkiene, E Paleviciute, J Simonavicius, L Gedvilaite, M Laukyte, E Lycholip, T Simbelyte, R G Xuereb, S Xuereb, W Camilleri, M Farrugia, J Fleri Soler, L-L Buttigieg, A M Moore, D Cassar Demarco, C Attard, M Vella, I Grech, R Bonnici, R Buhagiar, G Buhagiar, T Farrugia, M O De Los Rios Ibarra, A Z Baños Velasco, F M Vizcaíno Rios, A Mendez, A. Alvarez, C Guizar, S Leon Gonzalez, L Resendiz-Barron, D Bursacovschi, D Lisii, E Paraniuc, J Cazacu, M Dogot, N Botnari, L Grib, S Filimon, E Samohvalov, L Purteanu, A Grivenco, V Revenco, I Cabac-Pogorevici, I Cojuhari, A Bennis, S Chraibi, A El Makhlouf, S Ferhi, S Soulami, N Mouine, A Moustaghfir, K Adnan, C Bencheqroun, G Abidi, H Elmousalami, S Hajib, L Bouzoubaa, M Ghita, I Nassiri, S Abderrazak, Z Benchaouia, G Benhayoune, N Boughaidi, D Ghellab, A Sourat, B Menebhi, M Bensaoud, A El Ouazzani, A Lachhab, A Zakaria, F El Idrani, H Lachhab, N Elouafi, A Hbali, G Elmazani, I Alla, S Ztot, M Najat, B E El Younassi, I Asfalou, L Chami, M Raissouni, S Abdelali, A Benthami, A Drissi Kacemi, S Essadki, A Louali, K Bennis, Y Lididi, R Bouhouch, R Mesbahi, S Bouzidi Belmajdoub, I Ukpeh, R Basake, E-O Akpan, E Emmanuel, O Mbang, North M Gjerakaroska Radovikj, E Srbinovska Kostovska, I Mitevska Peovska, L Poposka, G Hogalmen, M German, L Lysgaard Gullestad, C Holt Bendz, O Haugene, E Bjorkelund, K Mizia-Stec, K Bula, J Nessler, A Gackowski, A Siniarski, M Kabat, P Rubis, A Karabinowska, E Dziewiecka, S Wisniowska-Smialek, M Lelonek, A Cieslak, A Klaus, J Szulc, K Drazek, K. Nguyen, M Kiedrowska, A Bielecka-Dabrowa, M Pyziak Stepien, M Rybak, P Leczycki, P Chrusciel, A Wittczak, M Banach, A Chuda, A Szwedzinska, M Rembek Wieliczko, D Mrozowska, F Pawliczak, J Lewek, M Maciejewski, A Cichocka-Radwan, A Bikiewicz, K Janikowski, J Szponar, A Kujawa, A Sutkowska, B Cebulak, K Pirog, J Wieczorek, M Suchecka, S Goliszek, M Gierlotka, E Cierpiala, J Bugajski, J Plonka, K Rekucki, E Straburzynska-Migaj, D Budzynski, M Gasiorowski, M. Dudek, G Skonieczny, A Dolacinska, A Metzgier Gumiela, A Stawicka, M Rolirad, A Kaplon-Cieslicka, M Wawrzacz, K Ozieranski, M Kleszczewska, A Tyminska, R J Gil, A Pawlak, M Wozniak, M Pietraszek, A Nazaruk, A Bobel, A Smolarczyk, D Wiligorska, D Ziecik, J Latek, K Byczkowska, P Leszek, J Urbanowski, N Wiligorska, Z Kalarus, T Kukulski, A Swiatkowski, M Szulik, N Kandora, Zielona P Jesionowski, T Zemleduch, A Kasperowicz, K Sosinska, A Camacho, R. ; https://orcid.org/0000-0003-2258-3262 Fernandes, H Costa, C Tavares Aguiar, A Tralhão, A Ventosa, C Brízido, C Strong, B Rocha, G Cunha, Dulce Brito, A Nunes-Ferreira, I Aguiar Ricardo, R Santos, S Pereira, T Rodrigues, J Agostinho, J Brito, J Rigueira, N Cunha, P António, P Morais, D Cravo, C. Fonseca, C Rodrigues, I Araujo, J Presume, M Proenca, S Maltes, B Moura, E Barreira, P Janeira, C Ferrao, J Silva-Cardoso, A. Sousa, B Mena, X Resende, M Fonseca, M Braga, M Campelo, E Moreira, P Araújo, P Diogo, R. Pinto, S Amorim, Baia C Pop, A Iosip, C-J Sinescu, N Avram, D G Baltag, N Samoila, M Dorobantu, A Scafa Udriste, A Scarlatescu, N Oprescu, O Fronea Gheorghe, L Antohi, O Geavlete, I-C Daha, S Bari, C Delcea, D C Ciuculete, I Lupasteanu, C Stanescu, A Vijan, C Militaru, A Giuca, G C Moise, E G Pascu, L Grigorica, C Corciova, Targu T Benedek, M Chitu, N Rat, R Hodas, D Opincariu, I S Benedek, D Lighezan, A C Florea, R Buzas, V Ivan, Russian A Molchanova, M Piskareva, E Bulgakova, E Kudryashova, A Galyavich, L Baleeva, Z Galeeva, A Fendrikova, V Skibitskiy, Z Sokaeva, V Babayan, N Spiropulos, E V Resnik, A I Kovaleva, M S Komissarova, V A Lazarev, V Larina, Y Belenkov, Y Danilogorskaya, E Zheleznykh, E Privalova, I Ilgisonis, V Kaplunova, M Kozhevnikova, G Shakaryants, A Shchendrygina, A Yusupova, V Zektser, Z Kobalava, E Shavarova, L Karapetyan, G Gendlin, A Melekhov, I Zakharova, M Kuznetsova, M Yunyaeva, G. Arutyunov, A Arutyunov, R Muradyan, S Golitsyn, E Gupalo, N Mironova, O Drapkina, R Myasnikov, T Pavlunina, V Dindikova, Y Mareev, E Andreenko, K Krupychka, M Kudryavtseva, O Kulikova, I Orlova, J Begrambekova, Nizhny N Vinogradova, I Fomin, N Koziolova, A Veclich, P Karavaev, A Chesnikova, O Kolomatskaya, V Gavrina, E Smirnova, A Karakiyan, I Budanova, M Sitnikova, A Kuular, M Trukshina, T Lelyavina, D Duplyakov, E Zorina, R Chernitsov, A Sergeeva, A Garganeeva, O Tukish, K Kopeva, V Aleksandrenko, A Surminova, A Tsareva, T Musurok, A Garkusha, A D Ristic, B Ivanovic, D Simic, M Ašanin, P M Seferovic, J Simic, V Kovacevic, G Krljanac, D. Matic, M Mihailovic, M Ostojic, M Polovina, M Tesic, D Djikic, D Simeunovic, I Petrovic Djordjevic, I Veljic, I Milinkovic, K Andjelkovic, A Uscumlic, D Sacic, M Dekleva Manojlovic, S Veljkovic, D Stefanovic, J Stevic, S Hinic, M Zdravkovic, A Dokovic, J Djokic, V Mudrenovic, V Popadic, S Klasnja, S Radovanovic, M Radovanovic, V Celic, A Ilic, N Blagojevic, D Bosnjakovic, D Toncev, Niš: S Apostolovic, D Stanojevic, S Milutinovic, Niska B Ilic, M Deljanin Ilic, L Nikolic, M Stojanovic, D Petrovic, D Simonovic, S Šaric, D Hristov, Sremska I Srdanovic, J Dejanovic, T Popov, S Cemerlic Maksimovic, S Dimic, S Keca, V Drljavic, D Bogdanovic, I Popov, J Pavic Poljak, E Goncalvesova, M Luknár, P Solik, M Pytliak, P Bojcík, M L Mitja Lainscak, N Cmor, E Dora, L Majc Hodoscek, A Vogrincic Cernezel, B Leskovar, T Furlan, A Milanovic, K Vrbinc Vrtek, S Poznic, V Grilj, M Režun, V Martinez Mateo, M J Fernandez Anguita, C Ortiz Cortés, A Valle Muñoz, H Morillas Climent, J Seller Moya, S Darnés Soler, S Cudini, S López Fernández, L Jordán Martínez, F Bermúdez Jiménez, La M Crespo Leiro, D Couto Mallon, E Barge Caballero, G Barge Caballero, M J Paniagua Martin, P Pardo Martinez, C Naya Leira, C Riveiro Rodriguez, M Martinez Castro, P Blanco Canosa, Z Grille Cancela, J M Garcia Pinilla, A Robles Mezcua, A Rodriguez Cordoba, C Cruzado Alvarez, L Morcillo Hidalgo, P Marquez Camas, A I Perez Cabeza, P Redondo-Gomez, M Robles Mezcua, J L Bonilla Palomas, M Nygren, G Savarese, C Hage, E Jonsson, E Ottenblad, F Granstrom, H Lundberg, K Karlsson, Syrian Arab Y Bani Marjeh, A Abdin, F Alhussein, F Mgazeel, F Yavuz, A Karakus, Alanya A Coner, S Akinci, B Demirkan, O Akkus, A Genc, F O Arican Ozluk, H Harbalioglu, Y Cavusoglu, E Babayigit, E Sener, E I Yuce, H Altay, Ö Yildirimtürk, C Altin, B Kilicaslan, B Unal, H Acet, N Cetin, C Burak, D Karacimen, A Agacdiken Agir, Y U Celikyurt, A Celik, E. Sahin, O Sakarya, M Demir, O Basaran, A E Atas, O Khaniukov, I Vakaliuk, I Drapchak, V Sovtus, N Tymochko, O Prytuliak, V Tseluyko, N Matviichuk, M Kopytsya, T Storozhenko, I Rudyk, O Medentseva, D Babichev, L Voronkov, A Liashenko, I Rudenko, K Lazareva, N Sishkina, A Honcharuk, O Vasylenko, Y Antoniuk, M Dolzhenko, L Hrubyak, L Lobach, T Simagina, S Kozhuhov, N Dovganych, N Thor, M Danko, O Yarynkina, O Bazyka, A Parkhomenko, A Stepura, D Bilyi, O Irkin, O Dovhan, V Batushkin, D Poddyachaya, O Zharinov, B Todurov, I Lischuk, K Rudenko, V Zhebel, I Pashkova, L Sursaieva, Krivoy V Potabashniy, V Fesenko, O Markova, O Kniazieva, O Berezin, O Kremzer, United M Aldwaik, A Bolger, R Manley, V Garvey, T Abdullaev, S Mirzarakhimova, A Rasulov, A Karimov, H Gulomov, I Tsoy, R Kurbanova, R Bekbulatova, U Kamilova, D Tagaeva
Notice bibliographique
RevueEuropean Heart Journal · 2025
Typearticle
Langueen
DomaineMedicine
ThématiqueHeart Failure Treatment and Management
Établissements canadiensSurgical Specialties (Canada)Health Care Foundation
Organismes subventionnairesAlnylam PharmaceuticalsBristol-Myers Squibb CanadaMicroPortInnosuisse - Schweizerische Agentur für InnovationsförderungDaiichi Sankyo EuropeAbbott DiagnosticsBayerServierNovartis PharmaUniversität ZürichNovo NordiskSanofiAbiomedAbbott VascularZOLL Medical CorporationAstraZenecaAmarin CorporationHamilton Health SciencesBoston Scientific CorporationStrongBoehringer Ingelheim EspañaBristol-Myers SquibbEdwards LifesciencesAmgenPfizer
Mots-clésHeart failureHeart failure with preserved ejection fractionEjection fractionStroke volumeCardiovascular eventCause of death
Résumé
BACKGROUND AND AIMS: To assess in-hospital and 1-year cause-specific outcomes in the contemporary European Society of Cardiology (ESC) Heart Failure (HF) III Registry. METHODS: Patients were enrolled in European or ESC affiliated countries and characterized in detail regarding clinical characteristics and cause-specific outcomes. RESULTS: Between 1 November 2018 and 31 December 2020, 10,162 patients were enrolled from 220 centres in 41 countries. Of these, 39% had acute HF ('AHF', age 70 [62-79] years, 36% women) and 61% had out-patient visit for HF ['out-patient HF', age 66 (58-75) years, 33% women]. Overall, 58% had HF with reduced ejection fraction (HFrEF), 17% HF with mildly reduced ejection fraction (HFmrEF), and 25% HF with preserved ejection fraction (HFpEF). In AHF, median [interquartile range (IQR)] duration of hospitalization was 9 (6-14) days, and 5.1% died in hospital (HFrEF 5.2%; HFmrEF 4.8%, HFpEF 3.4%). In AHF discharged alive and in out-patient HF, after a median (IQR) follow-up of 376 (360-432) days, all-cause, cardiovascular (CV), and unknown-cause mortality rates per 100 patient-years were as follows: AHF HFrEF: 19, 13, and 3.0 per 100 patient-years. The corresponding numbers were in AHF HFmrEF: 22, 11, and 6.3; AHF HFpEF: 16, 7.0, and 4.7; out-patient HFrEF: 6.6, 4.3, and 0.9; out-patient HFmrEF: 4.0, 2.6, and 0.8; out-patient HFpEF: 3.9, 1.7, and 1.2. At least one (re-)hospitalization for HF was experienced in 44% AHF HFrEF, 42% AHF HFmrEF, 36% AHF HFpEF, 21% out-patient HFrEF, 14% out-patient HFmrEF, and 18% out-patient HFpEF. CONCLUSIONS: In HF in Europe and affiliated countries, in-hospital mortality was 5.1% and greater with lower ejection fraction. Among hospital survivors and out-patients over 1 year of follow-up, event rates per 100 patient-years varied for death, 3.9-22, CV death 1.7-13, and unknown cause of death 0.8-6.3. The percent of patients that were (re-)hospitalized for HF at least once over 1-year follow-up ranged 14-44% and was twice as high post-AHF compared with post-out-patient visit.
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
score de la tête « metaresearch » (Codex)0,002
score de la tête « metaresearch » (Gemma)0,003
Version: metacan-v3-hybrid-931329e0061cStatut de validation: machine_predicted_unvalidated
Catégories candidatesaucune
Catégories consensuellesaucune
DomaineSignal candidat: aucune · Signal consensuel: aucune
Devis d'étudeSignal candidat: Observationnel · Signal consensuel: Observationnel
GenreSignal candidat: Empirique · Signal consensuel: Empirique
Score de désaccord entre enseignants0,005
Score d'incertitude au seuil0,013
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,002 | 0,003 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,001 | 0,000 |
| Bibliométrie | 0,001 | 0,002 |
| Études des sciences et des technologies | 0,000 | 0,000 |
| Communication savante | 0,001 | 0,001 |
| Science ouverte | 0,001 | 0,001 |
| Intégrité de la recherche | 0,000 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,001 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
Tête enseignante Opus0,034
Tête enseignante GPT0,310
Écart entre enseignants0,275 · la distance entre les deux têtes enseignantes sur ce seul travail
Statut de validation
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Les modèles n’ont appliqué aucune catégorie : rien dans la taxonomie ne correspondait à ce travail.
Devis d'étudeObservationnel
Domainenon disponible
GenreEmpirique
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».
En bref
Citations6
Publié2025
Routes d'admission2
Résumé présentoui