{"id":"W4406564845","doi":"10.1016/j.ypdi.2015.01.040","title":"10.1016/j.ypdi.2015.01.040","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Exacerbation; Pulmonary disease; Internal medicine; Disease; Acute exacerbation of chronic obstructive pulmonary disease; Emergency medicine; Cardiology; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006846305,0.0009432876,0.0005347158,0.001691662,0.001033699,0.003328595,0.001077281,0.00343077,0.9075073],"category_scores_gemma":[0.001797062,0.0003995592,0.0005200008,0.0008529067,0.00078684,0.002445159,0.001451932,0.00165723,0.8862411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009025545,"about_ca_system_score_gemma":0.001295774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002099559,"about_ca_topic_score_gemma":0.002033768,"domain_scores_codex":[0.9997198,0.00002393383,0.00002245326,0.00007586949,0.00007936744,0.00007854825],"domain_scores_gemma":[0.9989177,0.0001538106,0.0001188951,0.00006655266,0.0002135701,0.0005296477],"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":[0.0002368173,0.0002102319,0.00515286,0.0003860346,0.00002723489,0.0003904106,0.0001408192,0.0001424555,0.0005350214,0.004992275,0.4194181,0.5683677],"study_design_scores_gemma":[0.0000533003,0.00008171087,0.004465547,0.000778409,0.0000291875,0.002420235,0.000300848,0.0001587817,0.0003081922,0.004348832,0.9870315,0.0000234629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00465594,0.01270214,0.002278848,0.01177778,0.003730027,0.0001103432,0.004234077,0.001863817,0.9586471],"genre_scores_gemma":[0.01447171,0.004855629,0.001630024,0.002712732,0.001020696,0.00008585121,0.002458191,0.0003357715,0.9724295],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0924927,"threshold_uncertainty_score":0.1319295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009828563503684943,"score_gpt":0.2444174293352979,"score_spread":0.234588865831613,"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."}}