{"id":"W7161971875","doi":"10.82308/48546","title":"Predictors of antibiotic prescribing among primary care physicians","year":2004,"lang":"en","type":"dissertation","venue":"","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antibiotics; Logistic regression; Medical prescription; Psychological intervention; Respiratory tract infections; Cohort; Certification; Licensure; Primary care","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005034644,0.0001568097,0.0002384942,0.000548839,0.0005102744,0.0006490824,0.0002315835,0.0007094828,0.002152201],"category_scores_gemma":[0.007248421,0.0003136003,0.0002916616,0.0008651513,0.000238063,0.0002523339,0.0002920389,0.0007010277,0.0003177544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006022973,"about_ca_system_score_gemma":0.000909315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02994572,"about_ca_topic_score_gemma":0.03869172,"domain_scores_codex":[0.9994438,0.0001403628,0.00004399953,0.00007862938,0.0001883485,0.0001048357],"domain_scores_gemma":[0.9952828,0.00185719,0.001543062,0.0001670236,0.0004153959,0.0007345508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001745315,0.0000215997,0.9992216,0.000002835817,0.000007785986,0.00003046067,0.0000329201,0.0000263681,0.00002804951,0.000003071113,0.00008968535,0.0005182856],"study_design_scores_gemma":[0.00000192688,0.00002404736,0.9996131,0.000003822947,0.000005284141,0.00008031487,0.00005365847,0.0001485063,0.00001211324,0.000006514429,0.00004977618,9.804047e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988773,0.000282865,0.00002618901,0.0001908139,0.00000551991,0.000004456589,0.0001583119,0.000003555167,0.0004510329],"genre_scores_gemma":[0.9995723,0.0001260341,0.00004028324,0.00002551931,0.00001265598,0.000003597494,0.0001148035,0.000001084415,0.000103612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02994572,"threshold_uncertainty_score":0.05954283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004608487931111838,"score_gpt":0.204428879579079,"score_spread":0.1998203916479672,"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."}}