{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002014347,0.0003304021,0.0008955527,0.0004769184,0.0001508998,0.00009028858,0.0003587196,0.0002681337,0.000946949],"category_scores_gemma":[0.0004128398,0.0002506993,0.0001910052,0.001136558,0.0005975755,0.0001682973,0.000168543,0.001367876,0.001464949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002165936,"about_ca_system_score_gemma":0.001179431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004420188,"about_ca_topic_score_gemma":0.0001434466,"domain_scores_codex":[0.9941579,0.001292147,0.0006177782,0.0009778859,0.001788185,0.001166101],"domain_scores_gemma":[0.9963617,0.0010481,0.0002322038,0.001118337,0.0007163081,0.0005233454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001642137,0.002135687,0.9755469,0.000208447,0.0002001873,0.001770601,0.00004852607,0.000002644272,0.001135953,0.00009276149,0.001103369,0.01611281],"study_design_scores_gemma":[0.005241376,0.001413336,0.921968,0.0006352814,0.0000213629,0.000003562197,0.0006268515,0.0001491518,0.0002556441,0.00002356001,0.06943467,0.0002271608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811171,0.001913088,5.919573e-7,0.0003197464,0.000113277,0.002099399,0.0001182257,0.00006428822,0.01425427],"genre_scores_gemma":[0.992098,0.000237847,0.000009724262,0.0002458468,0.0006166061,0.0001714967,0.00006385352,0.0001005181,0.006456058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06833129,"threshold_uncertainty_score":0.9999945,"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."}}