{"id":"W2594469475","doi":"10.5430/jha.v6n2p59","title":"Factors associated with physician prescribing behavior of dipeptidyl peptidase-4 inhibitors for type 2 diabetes in the US outpatient population","year":2017,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medicaid; Logistic regression; Family medicine; Odds; Odds ratio; Ambulatory care; Population; Context (archaeology); Multivariate analysis; Ambulatory; Medical prescription; Cross-sectional study; Diabetes mellitus; Primary care physician; Health care; Internal medicine; Primary care; Nursing; Endocrinology; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0006525484,0.0001460119,0.0001680261,0.0005268194,0.0002504959,0.0003820786,0.0001585905,0.0003561964,0.001166253],"category_scores_gemma":[0.004693342,0.000148377,0.0002835739,0.000630918,0.0001478179,0.0001945547,0.0001711655,0.0004322753,0.0001238332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003088423,"about_ca_system_score_gemma":0.000428105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01169429,"about_ca_topic_score_gemma":0.01478496,"domain_scores_codex":[0.9994276,0.0002224579,0.00007851946,0.00007340025,0.0001379447,0.00006007277],"domain_scores_gemma":[0.9968168,0.0008358291,0.001774351,0.00008013436,0.0001912314,0.0003016727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001011047,0.00002992242,0.9994308,0.000002275463,0.00001103175,0.00001796769,0.00002389938,0.00001530118,0.00003101305,0.00000281151,0.0000424445,0.0003823021],"study_design_scores_gemma":[0.000002118765,0.00002741471,0.9995452,0.000003442024,0.000005231096,0.00008850521,0.0001077305,0.0001637436,0.00001211403,0.000003973873,0.00003953456,0.000001038696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994259,0.0001300305,0.00003263164,0.0001112214,0.000003352703,0.000003941508,0.0001079324,0.000001824263,0.000183276],"genre_scores_gemma":[0.9996343,0.00007679422,0.00006718667,0.00004156267,0.000007065631,0.000003465292,0.0001142094,7.931388e-7,0.00005468826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01169429,"threshold_uncertainty_score":0.02325243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04088609055223072,"score_gpt":0.2966518794380136,"score_spread":0.2557657888857828,"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."}}