{"id":"W4406411448","doi":"10.1016/j.ypdi.2016.03.003","title":"10.1016/j.ypdi.2016.03.003","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; COPD; Asthma; Overlap syndrome; Intensive care medicine; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001662852,0.0002216018,0.0003236258,0.0001625336,0.00009678514,0.00003000899,0.000227891,0.00009617533,0.9986843],"category_scores_gemma":[0.00009331933,0.0002056338,0.0001376525,0.0004000881,0.0001236455,0.0001088211,0.00008843555,0.0002666362,0.9964172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002813868,"about_ca_system_score_gemma":0.0002875885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004200414,"about_ca_topic_score_gemma":1.870623e-7,"domain_scores_codex":[0.9980936,0.00006295708,0.0002444211,0.0004557448,0.0005481178,0.0005951788],"domain_scores_gemma":[0.9984886,0.00006269103,0.00002623695,0.0006566948,0.0001127491,0.0006530423],"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":[0.0005703744,0.0002180824,0.000004423379,0.00007077405,0.00005941021,0.0001410389,0.00001509979,0.00000973054,0.0001907723,0.000001969878,0.3240568,0.6746616],"study_design_scores_gemma":[0.001090531,0.0002263047,0.002822136,0.00008201984,0.00006033291,0.00006729845,0.00000400927,0.0003317209,0.000143926,0.00001784606,0.9949386,0.0002153228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004922687,0.0005147756,4.689254e-7,0.001182652,0.000002679323,0.0006584965,0.00005498634,0.0001689253,0.9924943],"genre_scores_gemma":[0.0008765126,0.00000187159,0.0001158716,0.00009824137,0.0003838535,0.00005415871,0.00006994916,0.0000621862,0.9983373],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6744462,"threshold_uncertainty_score":0.8385502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009508056694352302,"score_gpt":0.2340771576069874,"score_spread":0.2245691009126351,"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."}}