{"id":"W2938575206","doi":"10.1017/cts.2017.97","title":"2156","year":2017,"lang":"en","type":"article","venue":"Journal of Clinical and Translational Science","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Observational study; Confounding; Medical prescription; Metformin; Population; Type 2 diabetes; Diabetes mellitus; Heart failure; Emergency medicine; Intensive care medicine; Internal medicine; Insulin; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00181713,0.00003257266,0.0001637995,0.00002964478,0.0002251136,0.00005301018,0.0001284042,0.00002353979,0.00006719895],"category_scores_gemma":[0.001268413,0.00001950856,0.00008889123,0.00003258507,0.0007597404,0.0005472883,0.00001414805,0.00021714,0.000003956559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001237811,"about_ca_system_score_gemma":0.0001949748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001463515,"about_ca_topic_score_gemma":5.271602e-7,"domain_scores_codex":[0.9990197,0.00001472095,0.0004006925,0.00007202158,0.000418253,0.00007460586],"domain_scores_gemma":[0.9989069,0.0003110698,0.000294799,0.00007777719,0.0001604271,0.0002490516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000251129,0.00008374379,0.9393361,0.000006573699,0.00001311522,0.00001663897,0.00001767564,0.000001087049,0.0001446365,0.002551533,0.00002708832,0.05755067],"study_design_scores_gemma":[0.001297557,0.0001783978,0.9774222,0.00002698544,0.00004338395,0.00008791253,0.000003499043,0.0007148233,0.00005938873,0.003309245,0.01683162,0.00002496747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614425,0.000149306,0.0002618898,0.02421381,0.0004691257,0.00004203595,9.686346e-7,0.00000158614,0.0134188],"genre_scores_gemma":[0.9965504,0.0001599333,0.002332084,0.0006027733,0.0002632863,7.148947e-8,7.393104e-8,0.000001147008,0.000090188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05752571,"threshold_uncertainty_score":0.2799295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4646997334363463,"score_gpt":0.5994088858951555,"score_spread":0.1347091524588092,"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."}}