{"id":"W2144950349","doi":"10.1001/jama.2014.4929","title":"Prophylactic Antibiotic Therapy in Chronic Obstructive Pulmonary Disease","year":2014,"lang":"en","type":"letter","venue":"JAMA","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Antibiotics; COPD; Pulmonary disease; Intensive care medicine; Antibiotic therapy; Quality of life (healthcare); Internal medicine","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":[0.002020041,0.0003249547,0.00116943,0.000627029,0.001443935,0.001297561,0.001069043,0.0159929,0.004867103],"category_scores_gemma":[0.01989004,0.0003715956,0.0007757609,0.0006977535,0.001411553,0.001435078,0.000599104,0.01153865,0.003154976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002831046,"about_ca_system_score_gemma":0.001843984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002791443,"about_ca_topic_score_gemma":0.005284338,"domain_scores_codex":[0.9979239,0.0008258073,0.0003445643,0.000159071,0.0005894629,0.0001572844],"domain_scores_gemma":[0.9920284,0.005210321,0.0006761036,0.0002075651,0.00103964,0.0008379999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003092411,0.0001528979,0.006834013,0.0003097694,0.00005023833,0.003757897,0.00007062439,0.0001332129,0.0004464774,0.001884561,0.925222,0.06082915],"study_design_scores_gemma":[0.001847369,0.001270452,0.04009476,0.005087988,0.0003041471,0.02727803,0.0006351448,0.002309726,0.001033246,0.02056429,0.8994505,0.000124301],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002448846,0.0104536,0.00008671316,0.9720979,0.009042948,0.00001507387,0.000102622,0.00002823696,0.005724052],"genre_scores_gemma":[0.02924151,0.01159538,0.0002713219,0.84547,0.1097066,0.00005046576,0.0001504392,0.00001728304,0.00349712],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0159929,"threshold_uncertainty_score":0.02054071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02101915349091357,"score_gpt":0.2880871706346969,"score_spread":0.2670680171437833,"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."}}