{"id":"W3202475565","doi":"10.1080/15412555.2021.1982886","title":"Triple Therapy in COPD: Time for Adaptive Selection Trials","year":2021,"lang":"en","type":"article","venue":"COPD Journal of Chronic Obstructive Pulmonary Disease","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Clinical trial; COPD; Intensive care medicine; Selection (genetic algorithm); Adaptive design; Physical therapy; Internal medicine; Computer science; Artificial intelligence","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":[],"category_scores_codex":[0.00179467,0.0006163234,0.001931589,0.0007497486,0.000231803,0.00008402119,0.000400662,0.0002635423,0.002262846],"category_scores_gemma":[0.00256433,0.0005580034,0.00133927,0.001215692,0.0003949343,0.0007820251,0.0001291389,0.0009852307,0.00005194343],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003682839,"about_ca_system_score_gemma":0.01031033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001482314,"about_ca_topic_score_gemma":0.00001192446,"domain_scores_codex":[0.9937091,0.001154799,0.001926826,0.0008652332,0.001341067,0.001002938],"domain_scores_gemma":[0.9934633,0.001173246,0.001076193,0.0005727771,0.002491531,0.00122293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1401547,0.0152066,0.08651439,0.004238583,0.004708073,0.02173027,0.0007273312,0.003131938,0.0758293,0.002537237,0.01930866,0.625913],"study_design_scores_gemma":[0.04109976,0.002891911,0.8685464,0.001847518,0.001654232,0.002999184,0.001320438,0.02085554,0.0116169,0.01535155,0.03031771,0.001498823],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8772647,0.1067072,0.001901812,0.003104873,0.001893276,0.00542267,0.0009865095,0.00009811355,0.00262084],"genre_scores_gemma":[0.9894937,0.001838827,0.001267251,0.0002596418,0.002593868,0.0002476415,0.0002228268,0.0001639611,0.003912248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.782032,"threshold_uncertainty_score":0.9996871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03524150845972297,"score_gpt":0.3238913858546068,"score_spread":0.2886498773948838,"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."}}