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<i>ERJ</i>Podcast September 2016: research priorities in bronchiectasis
Maria G. Belvisi, Rory E. Morty, Gernot Rohde, Marc Miravitlles, Kathryn A. Forrest, Céline Genton, Nathalie Ritter, Nikoleta Luludi, Albert M. Jiménez, David Rigau, Thomy Tonia, Valérie Vaccaro, Carine Pannetier, Guy Brusselle, Stephen T. Holgate, José Luís López-Campos, Eduardo Márquez Martín, Ciro Casanova, Enrico Clini, Bianca Beghé, Leonardo M. Fabbri, Anne‐Pascale Meert, Julie-Lyn Noël, Fernando Gamarra, Stefano Aliberti, Sarah Masefield, Eva Polverino, Anthony De Soyza, Michael R. Loebinger, Rosario Menéndez, Felix C. Ringshausen, Montserrat Vendrell, Pippa Powell, James D. Chalmers, Nicolino Ambrosino, Michele Vitacca, Michael Dreher, Valentina Isetta, Josep M. Montserrat, Giuseppe Turchetti, João Carlos Winck, Felip Burgos, Michael Kampelmacher, Guido Vagheggini, Don D. Sin, David M. Mannino, Joan B. Soriano, David Price, Bartolomé R. Celli, Janice M. Leung, Yasutaka Nakano, Hye Yun Park, Peter Wark, Michael E. Wechsler, Evangelia Samoli, Zorana Jovanovic Andersen, Klea Katsouyanni, Frauke Hennig, Thomas A. J. Kuhlbusch, Tom Bellander, Giorgio Cattani, Josef Cyrys, Francesco Forastiere, Bénédicte Jacquemin, Markku Kulmala, Timo Lanki, Steffen Loft, Andreas Maßling, Aurelio Tobı́as, Massimo Stafoggia, Nicholas T. Vozoris, Xuesong Wang, Hadas D. Fischer, Chaim M. Bell, Denis E. O’Donnell, Peter C. Austin, Anne L. Stephenson, Sudeep S. Gill, Paula A. Rochon, Amany F. Elbehairy, Jordan A. Guenette, Azmy Faisal, Casey E. Ciavaglia, Katherine A. Webb, Dennis Jensen, Andrew H. Ramsook, J. Alberto Neder, Lauri Lehtimäki, Péter Csonka, Eeva Mäkinen, Jaana Isojärvi, Sirpa‐Liisa Hovi, Anneli Ahovuo-Saloranta, Emma Doran, David F. Choy, Aarti Shikotra, Claire A. Butler, Declan O’Rourke, James A. Johnston, Adrien Kissenpfennig, Peter Bradding, Joseph R. Arron, Liam G. Heaney, Akke-Nynke van der Meer, Henk Pasma, Wilma Kempenaar-Okkema, Jo-Anneke Pelinck, Myrte Schutten, Huib Storm, Anneke Ten Brinke, Tim Sutherland, Christene Mclachlan, Malcolm R. Sears, Richie Poulton, Robert J. Hancox, An‐Hsuan Chih, Yang‐Ching Chen, Yu‐Kang Tu, Kuo‐Chin Huang, Tai‐Yuan Chiu, Yungling Leo Lee, Erwin Vasbinder, Lucas Goossens, Maureen Rutten‐van Mölken, Brenda C. M. de Winter, Liset van Dijk, Arnold G. Vulto, Ellen I.M. Blankman, Nordin Dahhan, Monique Veenstra-Van Schie, G Florens, B. G. Z. Versteegh, Hettie Wolf, Patricia Janssens, L.A.W. Vijftigschild, Gitte Berkers, Johanna Dekkers, Domenique D. Zomer-van Ommen, Elizabeth Matthes, Evelien Kruisselbrink, Annelotte M. Vonk, Chantal E. Hensen, Sabine Heida-Michel, Margot Geerdink, Hettie M. Janssens, Eduard Van De Graaf, Inez Bronsveld, Karin de Winter-de Groot, Christof J. Majoor, Harry Heijerman, Hugo de Jonge, John P. Hanrahan, Cornelis van der Ent, Jeffrey M. Beekman, Cecilia Becattini, Giancarlo Agnelli, Mareike Lankeit, Luca Masotti, Piotr Pruszczyk, Franco Casazza, Simone Vanni, Cinzia Nitti, Pieter W. Kamphuisen, Maria Cristina Vedovati, Maria De Natale, Stavros Konstantinides, Jasmijn van Campen, Karin Boer, Mariëlle C. van de Veerdonk, Cathelijne Van Der Bruggen, Cor Allaart, Pieter G. Raijmakers, Martijn W. Heymans, J. Tim Marcus, Hendrik J. Harms, M. Louis Handoko, Frances S. de Man, Anton Vonk Noordegraaf, J. M. Bogaard, Rosanel Amaro, Adamantia Liapikou, Catia Cillóniz, Albert Gabarrús, Francesc Marco, Jacobo Sellarés, Javier Garau, Miquel Ferrer, Daniel M. Musher, Antoní Torres, Masoud Dara, Ivan Solovič, Giovanni Sotgiu, Lia Ambrosio, Rosella Centis, Richard Tran, Delia Goletti, Raquel Duarte, Fernando M. de Benedictis, Graham Bothamley, Tom Schaberg, Ibrahim Abubakar, Vítor Teixeira, Brian Ward, Christina Gratziou, Giovanni Battista Migliori, Christine Cramer, Vivi Schlünssen, Elisabeth Bendstrup, Zara Ann Stokholm, Jesper Medom Vestergaard, Morten Frydenberg, Henrik Albert Kolstad, Ganesh Raghu, Ellen Morrow, Bridget F. Collins, Lawrence Ho, Marcelo W. Hinojosa, Jennifer M. Hayes, C. Spada, Brant K. Oelschlager, Chenxiang Li, Eric Yow, Kevin J. Anstrom, Dylan Mart, Keliang Xiao, Carlos A. Pellegrini, Céline Tossier, Clairelyne Dupin, Laurent Plantier, Julie Léger, Thomas Flament, O. Favelle, Thierry Lecomte, P. Diot, S. Marchand‐Adam, Carlo Albera, Ulrich Costabel, Elizabeth Fagan, Marilyn K. Glassberg, Eduard Gorina, Lisa Lancaster, David J. Lederer, Steven D. Nathan, Dominique Spirig, Jeff Swigris, Kimberley S. Mak, Annelotte van Bommel, Caleb Stowell, Janet L. Abrahm, Matthew Baker, Clarissa Baldotto, David Baldwin, D. Borthwick, David P. Carbone, Aileen B. Chen, J. Fox, Tom Haswell, Marianna Koczywas, Benjamin D. Kozower, Reza J. Mehran, Franz M.N.H. Schramel, Suresh Senan, Rob G. Stirling, Jan P. van Meerbeeck, Michel W.J.M. Wouters, Michael Peake, Frédéric Fiteni, Amélie Anota, Franck Bonnetain, Jean-Philippe Oster, Éric Pichon, Marie Wislez, Jérôme Dauba, D. Debieuvre, Pierre-Jean Souquet, L. Bigay-Gamé, Olivier Molinier, Éric Dansin, M. Poudenx, B. Milleron, Franck Morin, Gérard Zalcman, Élisabeth Quoix, Virginie Westeel, Jianguang Ji, Jan Sundquist, Kristina Sundquist, Brian J. Lipworth, Jadwiga A. Wedzicha, Graham Devereux, Jørgen Vestbo, Mark T. Dransfield, Jyoti Malhotra, Matteo Malvezzi, Eva Negri, Carlo La Vecchia, Paolo Boffetta, Elisabetta Gamen, Werner Seeger, Soni Savai Pullamsetti, Alberto Ario, Cinzia Ruprecht, Paolo De Marco, Roberto Pozzi, Elena Mazza, Adriano Munarini, Paolo Paco, Giovanni Paredi, Roberto William Invernizzi, Jared A. Fisher, Robin Puett, Jaime E. Hart, Carlos A. Camargo, Raphaëlle Varraso, Jeff D. Yanosky, Francine Laden, Jakob Usemann, Oliver Fuchs, Pinelopi Anagnostopoulou, Insa Korten, Olga Gorlanova, Martin Röösli, Philipp Latzin, Urs Frey, Theodore K. Marras, Michael A. Campitelli, Jeffrey C. Kwong, Hong Lu, Sarah K. Brode, Alex Marchand‐Austin, Andrea S. Gershon, Frances Jamieson, Marlanka A. Zuur, Onno W. Akkerman, Daan J. Touw, Tjip S. van der Werf, Frank Cobelens, David M. Burger, Martin P. Grobusch, Jan‐Willem C. Alffenaar, Marina Tadolini, Rangjung Lingtsang, Simon Tiberi, Martin Enwerem, Dorji Tsetan, Rosella Sadutshang, Giovanni Centis, Anthony J. Garcia‐Prats, Catherine Hewison, H. Simon Schaaf, Ben J. Marais, Hannetjie Ferreira, José A. Caminero, Sylvie Jonckheere, Animesh A. Sinha, Krzysztof Herboczek, Zarema Khaidarkhanova, Արմեն Հայրապետյան, Naira Khachatryan, Ia Urtkmelidze, Carolina Loreti, Susanna Esposito, Alberto Matteelli, Jennifer Furin, Francis Varaine, Nick Blok, Martin van den Boom, Connie Erkens, Susan van den Hof, Anna Scardigli, David Gallagher, Davide Manissero, Christopher J. Stocking, Chris Pyne, Daniela María Cirillo, Lucia Barcellini, Lindsay McKenna, L Pérez Ruiz, Emanuele Pontali, Israel Amirav, Patrick M. Boussuyt, Jane S. Lucas, Borislav D. Dimitrov, Laura Behan, Claudia E. Kuehni
Bibliographic record
VenueEuropean Respiratory Journal · 2016
Typearticle
Languageen
FieldMedicine
TopicCystic Fibrosis Research Advances
Canadian institutionsCanadian Respiratory Research Network
Fundersnot available
KeywordsBronchiectasisMedicineInternal medicine
Abstract
As part of the September issue, the European Respiratory Journal presents the latest in its series of podcasts. Chief editor Marc Humbert discusses research priorities for bronchiectasis with Dr James D. Chalmers from the University of Dundee, UK.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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)0.004
metaresearch head score (Gemma)0.023
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.187
Threshold uncertainty score0.627
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.023 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.007 |
| Insufficient payload (model declined to judge) | 0.187 | 0.086 |
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 head0.084
GPT teacher head0.383
Teacher spread0.299 · 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 designNot applicable
Domainnot available
GenreOther
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".
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Citations1
Published2016
Admission routes1
Has abstractyes