{"id":"W4285393516","doi":"10.2196/31650","title":"A Privacy-Preserving Audit and Feedback System for the Antibiotic Prescribing of General Practitioners: Survey Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Preprint; Global Positioning System; Internet privacy; Medicine; Information privacy; Family medicine; Business; Computer science; World Wide Web","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":[0.01641797,0.0003529376,0.0004141885,0.001118845,0.0007460703,0.0009362266,0.0005598342,0.0008773843,0.001318146],"category_scores_gemma":[0.04129305,0.0003897019,0.0005526169,0.001451878,0.0007796717,0.001268568,0.001011193,0.0007907011,0.0003772394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002050477,"about_ca_system_score_gemma":0.002872139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008308928,"about_ca_topic_score_gemma":0.01007947,"domain_scores_codex":[0.9858131,0.01014981,0.001152891,0.0005456997,0.001552705,0.0007859065],"domain_scores_gemma":[0.9587239,0.02351088,0.006141759,0.002607679,0.006472876,0.002542937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001065957,0.01066189,0.8412359,0.001195567,0.0001635948,0.0006940447,0.04702615,0.0005147354,0.002282456,0.0001981647,0.001463236,0.09349834],"study_design_scores_gemma":[0.0005618244,0.02750179,0.9222615,0.0003570413,0.0001993046,0.0007612053,0.03885563,0.002854731,0.001630854,0.0001191868,0.004795542,0.000101358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983075,0.00004214359,0.0005173502,0.00008024432,0.000004369064,0.0005864514,0.0001335679,0.00001234591,0.0003159097],"genre_scores_gemma":[0.9956311,0.0001682671,0.002756771,0.0002197503,0.00001617222,0.0007327627,0.0002207352,0.000007338511,0.0002471654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01641797,"threshold_uncertainty_score":0.08682752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06812226910951762,"score_gpt":0.3597175457161776,"score_spread":0.29159527660666,"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."}}