{"id":"W4403910681","doi":"10.1016/j.chest.2024.10.027","title":"Identifying Abnormal Exertional Breathlessness in COPD","year":2024,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University; McGill University Health Centre","funders":"Canadian Institutes of Health Research; Novartis Pharma; Pfizer; Vetenskapsrådet; AstraZeneca Canada; Reseau canadien de recherche respiratoire; AstraZeneca; Hunter Medical Research Institute; Pfizer Canada; ResMed; McGill University Health Centre; McGill University; GlaxoSmithKline","keywords":"COPD; Medicine; Exertional dyspnea; Cardiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009830203,0.0003946766,0.0003069917,0.001323731,0.0002886144,0.0005021337,0.0005065826,0.0006121044,0.0008988078],"category_scores_gemma":[0.002849069,0.0000841401,0.0001783616,0.0008195934,0.0004895815,0.0002640306,0.0003900502,0.0004054735,0.0002529535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006755885,"about_ca_system_score_gemma":0.000841703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03393256,"about_ca_topic_score_gemma":0.04312377,"domain_scores_codex":[0.9995223,0.0000761527,0.00006306312,0.00005804762,0.0002051817,0.00007527907],"domain_scores_gemma":[0.9991975,0.0001649921,0.0002619457,0.00002568173,0.0002357787,0.0001141462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007878429,0.0000477035,0.9879968,0.00008885835,0.00002199952,0.0001259783,0.00007171791,0.00006541715,0.000340877,0.0000161634,0.0004310254,0.01071463],"study_design_scores_gemma":[0.000003185892,0.00004875899,0.9988356,0.00003365383,0.00001929014,0.0004420785,0.00005328997,0.0001179554,0.00008765844,0.00002734367,0.0003280485,0.000003107948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878681,0.006198343,0.0002817235,0.0005413216,0.00004688183,0.0001032382,0.0009057663,0.00002618049,0.004028483],"genre_scores_gemma":[0.9980031,0.0008705242,0.0002217086,0.000115233,0.0000396335,0.00001368577,0.0005284825,0.000001765878,0.0002058782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03393256,"threshold_uncertainty_score":0.06747013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03376059930806809,"score_gpt":0.3334452499274,"score_spread":0.2996846506193319,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}