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Hospital Care of Older Patients With COPD: Adherence to International Guidelines for Use of Inhaled Bronchodilators and Corticosteroids
Marco Proietti, Pasquale Agosti, Chiara Lonati, Salvatore Corrao, Francesco Perticone, Pier Mannuccio Mannucci, Alessandro Nobili, Sergio Harari, Mauro Tettamanti, Luca Pasina, Carlotta Franchi, Alessandra Marengoni, Francesco Salerno, Matteo Cesari, Giuseppe Licata, Francesco Violi, Gino Roberto Corazza, Laura Cortesi, Ilaria Ardoino, Domenico Prisco, Elena Silvestri, Caterina Cenci, Giacomo Emmi, Gianni Biolo, Michela Zanetti, Martina Guadagni, Michele Zaccari, M. Vanoli, Giulia Grignani, E.A. Pulixi, Mauro Bernardi, Silvia Li Bassi, Luca Santi, Giacomo Zaccherini, Elmo Mannarino, Graziana Lupattelli, Vanessa Bianconi, Francesco Paciullo, Ranuccio Nuti, Roberto Valenti, Martina Ruvio, Silvia Cappelli, Alberto Palazzuoli, Oliviero Olivieri, Domenico Girelli, Thomas Matteazzi, Mario Barbagallo, Ligia J. Domínguez, Floriana Cocita, Vincenza Beneduce, Lidia Plances, Marco Zoli, Ilaria Lazzari, Mattia Brunori, Franco Laghi‐Pasini, Pier Leopoldo Capecchi, Giuseppe Palasciano, Maria Ester Modeo, Carla Di Gennaro, Maria Domenica Cappellini, Diletta Maira, Valeria Di Stefano, Giovanna Fabio, Sonia Seghezzi, Marta Mancarella, Paolo Rossi, Sarah Damanti, Marta Clerici, Federica Conti, Emanuela Miceli, Marco Vincenzo Lenti, Martina Pisati, Costanza Caccia Dominioni, Giovanni Murialdo, Alessio Marra, Federico Cattaneo, Roberto Pontremoli, Maria Beatrice Secchi, Davide Ghelfi, Luigi Anastasio, Lucia Sofia, Maria Carbone, Francesco Cipollone, Maria Teresa Guagnano, E Angelucci, Emanuele Valeriani, Gerardo Mancuso, Daniela Calipari, Mosè Bartone, Giuseppe Delitala, Maria Berria, Maurizio Muscaritoli, Alessio Molfino, Enrico Petrillo, Giuseppe Zuccalà, Gabriella D’Aurizio, Giuseppe Romanelli, Alberto Zucchelli, Antonio Picardi, Umberto Vespasiani‐Gentilucci, Paolo Gallo, Chiara Dell’Unto, Giorgio Annoni, Maurizio Corsi, Giuseppe Bellelli, Sara Zazzetta, Paolo Mazzola, Hajnalka Szabó, Alessandra Bonfanti, Franco Arturi, Elena Succurro, Mariangela Rubino, Maria Antonietta Bleve, Laura Gasbarrone, Maria Rosaria Sajeva, Antonio Brucato, Silvia Ghidoni, Fabrizio Fabris, Irene Bertozzi, Giulia Bogoni, Maria Victoria Rabuini, Elisabetta Cosi, Roberto Manfredini, Fabio Fabbian, Benedetta Boari, Alfredo De Giorgi, Ruana Tiseo, Giuseppe Paolisso, Maria Rosaria Rizzo, Claudio Borghi, Enrico Strocchi, Valeria De Sando, Ilenia Pareo, Carlo Sabbà, Francesco Vella, Patrizia Suppressa, Andrea Schilardi, Francesca Loparco, Luigi Fenoglio, Christian Bracco, Alessia Valentina Giraudo, Silvia Fargion, Giulia Periti, Marianna Porzio, S. Tiraboschi, Flora Peyvandi, Raffaella Rossio, Barbara Ferrari, Giulia Colombo, Valter Monzani, Valeria Savojardo, Christian Folli, Giuliana Ceriani, Giada Pallini, Franco Dallegri, Luciano Ottonello, Luca Liberale, Lara Caserza, Kassem Salam, Nicola Lucio Liberato, Tiziana Tognin, Giovanni Bianchi, Sabrina Giaquinto, Francesco Purrello, Antonino Di Pino, Salvatore Piro, Renzo Rozzini, Lina Falanga, Elena Spazzini, Camillo Ferrandina, Giuseppe Montrucchio, Paolo Petitti, Raffaella Salmi, Piergiorgio Gaudenzi, Ludovica Perri, Raffaele Landolfi, Massimo Montalto, Antonio Mirijello, Luigina Guasti, Luana Castiglioni, Andrea Maria Maresca, Alessandro Squizzato, M. Molaro, Alessandra Agnese Grossi, Marco Bertolotti, Chiara Mussi, Maria Vittoria Libbra, Giulia Dondi, Elisa Pellegrini, Lucia Carulli, Lidia Colangelo, Tania Falbo, Vincenzo Stanghellini, Roberto De Giorgio, Eugenio Ruggeri, Sara Del Vecchio, Andrea Salvi, Roberto Leonardi, Giampaolo Damiani, Armando Gabrielli, William Capeci, Massimo Mattioli, Giuseppe Pio Martino, Lorenzo Biondi, Pietro Pettinari, Riccardo Ghio, Anna Dal Col, Salvatore Minisola, Luciano Colangelo, Antonella Afeltra, Benedetta Marigliano, Maria Elena Pipita, Pietro Castellino, Julien Blanco, Luca Zanoli, Samuele Pignataro, Valter Saracco, Marisa Fogliati, Carlo Bussolino, Francesca Mete, Miriam Gino, Antonio Cittadini, Carlo Vigorito, Michele Arcopinto, Andrea Salzano, Emanuele Bobbio, Alberto M. Marra, Domenico Sirico, Guido Moreo, Francesca Gasparini, Silvia Prolo, Gloria Pina, Alberto Ballestrero, Fabio Ferrando, Sergio Berra, Simonetta Dassi, Maria Cristina Nava, Bruno Graziella, Stefano Baldassarre, Salvatore Fragapani, Gabriella Gruden, Giorgio Galanti, Gabriele Mascherini, Cristian Petri, Laura Stefani, Margherita Girino, Valeria Piccinelli, Francesco Nasso, Vincenza Gioffrè, Maria Debora De Pasquale, Giuseppe Scattolin, Sergio Martinelli, Mauro Turrin, Leonardo A. Sechi, Cristina Catena, GianLuca Colussi, Nicola Passariello, Luca Rinaldi, Franco Berti, Giuseppe Famularo, Patrizia Tarsitani, Roberto Castello, Michela Pasino, Gian Paolo Ceda, Marcello Giuseppe Maggio, Simonetta Morganti, Andrea Artoni, Stefano Del Giacco, Davide Firinu, Francesca Losa, Giovanni Paoletti, Giuseppe Montalto, Anna Licata, Valentina Malerba, Antonino Lasco, Giorgio Basile, Antonino Catalano, Lorenzo Malatino, Benedetta Stancanelli, Valentina Terranova, Salvatore Di Marca, Patrizia Mecocci, Carmelinda Ruggiero, Virginia Boccardi, Tiziana Meschi, Fulvio Lauretani, Andrea Ticinesi, Pietro Minuz, Luigi Fondrieschi, Mario Pirisi, Gian Paolo Fra, Daniele Sola, Massimo Porta, Roberto Quadri, G Scanzi, Caterina Mengoli, Stella Provini, Laura Ricevuti, Emilio Simeone, Rosa Scurti, Fabio Tolloso, Roberto Tarquini, Alice Valoriani, Silvia Dolenti, Giulia Vannini, Alberto Tedeschi, Lucia Trotta, Riccardo Volpi, Pietro Bocchi, Alessandro Vignali, Mara Cattaneo
Bibliographic record
VenueJournal of the American Medical Directors Association · 2019
Typearticle
Languageen
FieldMedicine
TopicChronic Obstructive Pulmonary Disease (COPD) Research
Canadian institutionsnot available
FundersGrifolsSocietà Italiana di Medicina InternaNovo NordiskBaxaltaMcGill UniversityIstituto di Ricerche Farmacologiche Mario Negri - IRCCSRocheMcGill University Health CentrePfizer
KeywordsMedicineCOPDPolypharmacyExacerbationGuidelineOdds ratioInternal medicineMedical prescriptionComorbidityObservational studyConfidence intervalIntensive care medicineEmergency medicinePhysical therapy
Abstract
No abstract in any covered source. Its absence is recorded, not treated as a negative.
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.021
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
Opus teacher head0.015
GPT teacher head0.317
Teacher spread0.302 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".
Quick stats
Citations6
Published2019
Admission routes1
Has abstractno