{"id":"W4381164109","doi":"10.12927/hcpol.2023.27093","title":"Value in Primary Care: Evidence from the Canadian Primary Care Sentinel Surveillance Network","year":2023,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Queen's University; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medical prescription; Antimicrobial stewardship; Medicine; Primary care; Pandemic; Respiratory tract infections; Medical record; Antibiotics; Emergency medicine; Antibiotic Stewardship; Coronavirus disease 2019 (COVID-19); Pediatrics; Family medicine; Medical emergency; Intensive care medicine; Internal medicine; Antibiotic resistance; Nursing; Respiratory system; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003380053,0.0002248455,0.0003688424,0.0001441068,0.0006625823,0.00002835907,0.0004617239,0.0003802795,0.00001996849],"category_scores_gemma":[0.0001147444,0.0001767495,0.00009144912,0.0009498956,0.0002076709,0.00006122966,0.0001419654,0.0005958308,0.0005746127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084425,"about_ca_system_score_gemma":0.003436809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8167354,"about_ca_topic_score_gemma":0.8261749,"domain_scores_codex":[0.9973996,0.000622159,0.0003689154,0.0004618675,0.00008352427,0.001063933],"domain_scores_gemma":[0.9985666,0.0004916768,0.0001066729,0.0006157209,0.000119863,0.00009942744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001058159,0.00001407633,0.9518623,0.0007531523,0.00006401689,0.00008707314,0.009807545,0.0001536284,0.0005399139,0.001313907,0.02714163,0.008156893],"study_design_scores_gemma":[0.0003457693,0.00002905002,0.96882,0.0007528332,0.00000691161,0.00000789053,0.000887568,0.000002593849,0.00005569634,0.0001311808,0.02875892,0.0002016399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7866139,0.1608849,0.00000345648,0.04505946,0.001598423,0.0007908233,0.0004976774,0.0002264384,0.004324866],"genre_scores_gemma":[0.9849829,0.00428025,0.0000267429,0.008167107,0.0006023825,0.00001632672,0.001143959,0.000033084,0.0007472459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.198369,"threshold_uncertainty_score":0.7385675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02394894937890774,"score_gpt":0.2790348293089459,"score_spread":0.2550858799300381,"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."}}