{"id":"W4311902835","doi":"10.1016/j.rmed.2022.107041","title":"COPD: Providing the right treatment for the right patient at the right time","year":2022,"lang":"en","type":"review","venue":"Respiratory Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; University of Toronto; University of Saskatchewan; West Park Healthcare Centre; McGill University Health Centre","funders":"","keywords":"COPD; Medicine; Pulmonary rehabilitation; Intensive care medicine; Mentorship; Disease; Pulmonary disease; Health care; Physical therapy; Pathology; Internal medicine; Medical education","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","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002452076,0.001276136,0.002867522,0.0003471493,0.002557019,0.00005422462,0.001363528,0.0003328495,0.02480379],"category_scores_gemma":[0.0008613137,0.000453594,0.00142869,0.001049974,0.001679,0.0000852396,0.0007037197,0.001436035,0.0005135877],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006033522,"about_ca_system_score_gemma":0.00271811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007035489,"about_ca_topic_score_gemma":0.00004829579,"domain_scores_codex":[0.9915661,0.001701804,0.001626302,0.001424133,0.002394912,0.001286737],"domain_scores_gemma":[0.9887229,0.006257796,0.0009553247,0.003241412,0.0002585823,0.0005639863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003903274,0.0003807609,0.00001079358,0.007697532,0.001928449,0.0006977166,0.0004222549,0.000002710959,0.00001094072,0.0005647865,0.182396,0.8054977],"study_design_scores_gemma":[0.002531139,0.001598162,0.00003354547,0.004019052,0.006069212,0.000325677,0.0001626047,0.00008523708,0.00002420846,0.0000524909,0.9846367,0.0004619694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005625126,0.9657554,0.000007896371,0.005600629,0.00123776,0.01591657,0.0005830379,0.0001200685,0.01072241],"genre_scores_gemma":[0.00004335437,0.9541339,0.000009312234,0.002245765,0.00416107,0.009556847,0.0007907682,0.0003209712,0.02873803],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8050357,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06877372346378365,"score_gpt":0.3630966863943227,"score_spread":0.2943229629305391,"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."}}