{"id":"W2889294828","doi":"10.14745/ccdr.v40is2a03","title":"Antibiotic recommendations of office-based physicians, 2007−2011","year":2014,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Specialty; Medical prescription; Antimicrobial; Cephalosporin; Antibiotics; Respiratory tract infections; Medical diagnosis; Genitourinary system; Pediatrics; Emergency medicine; Family medicine; Internal medicine; Respiratory system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005390114,0.0002279199,0.0001910886,0.001727275,0.0006679355,0.0008817822,0.0008213194,0.0004055539,0.001016013],"category_scores_gemma":[0.005396182,0.0001973472,0.000272502,0.003048039,0.0003179762,0.0002952483,0.0003360105,0.0004260281,0.0001995586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01523032,"about_ca_system_score_gemma":0.01537506,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9599639,"about_ca_topic_score_gemma":0.9703635,"domain_scores_codex":[0.9987419,0.00007365636,0.0001299349,0.0002102984,0.0005835584,0.0002607092],"domain_scores_gemma":[0.9929743,0.0004759934,0.003044158,0.00009802129,0.002593049,0.0008145156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006565641,0.00001475164,0.9916169,0.00004058224,0.00003253494,0.00004203048,0.0002892957,0.0001535749,0.00007635396,0.00002046615,0.002008866,0.005638986],"study_design_scores_gemma":[0.00000310164,0.00001130312,0.9982879,0.00002360262,0.000006835988,0.00005262955,0.0003118089,0.0001780207,0.00004571693,0.000003037365,0.00107198,0.000004097493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97513,0.002452365,0.000150933,0.0005729222,0.0000165826,0.00004353151,0.01858766,0.00004197838,0.003003959],"genre_scores_gemma":[0.9926146,0.0009591681,0.0003452901,0.0001453284,0.00001016769,0.00001647901,0.005247173,0.000006068167,0.0006556775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04003608,"threshold_uncertainty_score":0.1105042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008906473971420237,"score_gpt":0.2188457151493913,"score_spread":0.2099392411779711,"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."}}