{"id":"W2969484256","doi":"10.1186/s12931-019-1156-1","title":"Are there specific clinical characteristics associated with physician’s treatment choices in COPD?","year":2019,"lang":"en","type":"article","venue":"Respiratory Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Boehringer Ingelheim France; Chiesi España; Chiesi Farmaceutici; Novartis; AstraZeneca","keywords":"COPD; Medicine; Intensive care medicine; Internal medicine; Bioinformatics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.006290829,0.0003846399,0.0005142873,0.001091446,0.0005289234,0.001232434,0.0007161874,0.001746744,0.0034693],"category_scores_gemma":[0.03981004,0.000334838,0.001289991,0.001621525,0.001120258,0.00111852,0.0007955749,0.001214315,0.0004818451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005959952,"about_ca_system_score_gemma":0.0009291946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003159647,"about_ca_topic_score_gemma":0.002881892,"domain_scores_codex":[0.9937878,0.003329378,0.0006698512,0.0009986837,0.0008213241,0.0003930452],"domain_scores_gemma":[0.9382888,0.03899868,0.01689708,0.002646396,0.001311208,0.00185782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007299285,0.00002497432,0.9989472,0.000005998994,0.00005007209,0.00002204585,0.00004882185,0.00009971024,0.00002159816,0.00001526373,0.00003906222,0.0006522413],"study_design_scores_gemma":[0.000009256401,0.0001014237,0.9969543,0.00001176094,0.00004406794,0.0002311053,0.0002544166,0.002030748,0.00005178418,0.0001858834,0.0001181537,0.000007100995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982653,0.0003582173,0.0004367676,0.0003178655,0.00001666001,0.000009841901,0.0002019881,0.000005018862,0.0003883567],"genre_scores_gemma":[0.999552,0.00003770511,0.0001756655,0.00003018999,0.00001560974,0.000004809328,0.0001368301,0.000002509302,0.00004462741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006290829,"threshold_uncertainty_score":0.03326946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1459853483732742,"score_gpt":0.4174144763319314,"score_spread":0.2714291279586573,"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."}}