{"id":"W4297374377","doi":"10.9778/cmajo.20210257","title":"Chronic diseases and compliance with provincial guidelines for outpatient antibiotic prescription in cases of otitis media and respiratory infections: a population-based study of linked data in Quebec, Canada, 2010–2017","year":2022,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université Laval; Institut National de Santé Publique du Québec; Université du Québec à Montréal","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Chronic bronchitis; Medical prescription; Population; Otitis; Sinusitis; Pharyngitis; Bronchitis; Internal medicine; Asthma; Amoxicillin; Antibiotics; Intensive care medicine; Pediatrics; Surgery; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001677867,0.0000830177,0.0002592735,0.00008030071,0.0001185655,0.00000881745,0.0002019455,0.00003375497,0.00001228505],"category_scores_gemma":[0.0002402777,0.00007177349,0.000006848013,0.00009563891,0.00007172508,0.0001105589,0.0002211966,0.00007900726,6.807817e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000961853,"about_ca_system_score_gemma":0.0006562838,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9021317,"about_ca_topic_score_gemma":0.9961861,"domain_scores_codex":[0.9991202,0.0001452229,0.0003298081,0.0002539176,0.00004476036,0.0001060865],"domain_scores_gemma":[0.9992976,0.0001469603,0.0001926677,0.0002749212,0.00007564071,0.00001220341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003485195,0.0003808083,0.9961033,0.0001821782,0.0000290173,0.000008231948,0.0002399228,0.0002280941,0.0005265733,0.00001383381,0.001140885,0.0007986463],"study_design_scores_gemma":[0.002721385,0.0006759772,0.9946634,0.0002280854,0.00003887275,0.000001538016,0.001022394,0.0000986742,0.00007936625,0.000005117687,0.0003762637,0.00008895293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938278,0.003773036,0.00001320807,0.0001032597,0.00019658,0.001451736,0.0006287032,0.000003278719,0.00000246172],"genre_scores_gemma":[0.9994841,0.00001476674,0.000029333,0.0000393103,0.0000123033,0.000029105,0.0003109131,0.000006557261,0.00007361019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09405438,"threshold_uncertainty_score":0.2926838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08283395973953922,"score_gpt":0.3235941959512677,"score_spread":0.2407602362117285,"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."}}