{"id":"W4391446447","doi":"10.1038/s41394-024-00615-8","title":"Identifying prescribers of antibiotics in a primary care spinal cord injury cohort","year":2024,"lang":"en","type":"article","venue":"Spinal Cord Series and Cases","topic":"Spinal Cord Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network; Sinai Health System; Toronto Rehabilitation Institute; North York General Hospital; Holland Bloorview Kids Rehabilitation Hospital","funders":"","keywords":"Medicine; Cohort; Medical prescription; Retrospective cohort study; Medical record; Emergency department; Primary care; Ambulatory care; Antibiotics; Family medicine; Cohort study; Emergency medicine; Pediatrics; Internal medicine; Health care; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0007031152,0.0003454422,0.0004141274,0.002451445,0.001588778,0.001680229,0.0009032325,0.001019428,0.003554789],"category_scores_gemma":[0.005690173,0.0007111192,0.000614344,0.001840428,0.0006351013,0.001304856,0.001147888,0.001072605,0.0005635426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001088588,"about_ca_system_score_gemma":0.001710399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03077752,"about_ca_topic_score_gemma":0.04010125,"domain_scores_codex":[0.9984097,0.0002428535,0.0002138503,0.0003757086,0.0003870612,0.0003707278],"domain_scores_gemma":[0.9964145,0.000788399,0.001376998,0.0002534673,0.000439207,0.0007273171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002140432,0.00004852759,0.9987669,0.00000435234,0.00001317071,0.0003748913,0.0001595258,0.000008040603,0.00010568,0.00001588141,0.0001213033,0.0003603522],"study_design_scores_gemma":[0.000004355402,0.00007884392,0.9961068,0.00001215305,0.00002123179,0.001734246,0.001647213,0.0001466005,0.00006113504,0.00002644597,0.0001560313,0.000004902872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986256,0.0001585417,0.00004480523,0.0001575288,0.000009568121,0.00001394307,0.000353369,0.000003965227,0.0006327354],"genre_scores_gemma":[0.998916,0.0002110657,0.00007410438,0.0001195597,0.00002887564,0.0000105415,0.0003715275,0.000003493362,0.0002650121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03077752,"threshold_uncertainty_score":0.06119674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05611184911089477,"score_gpt":0.3917874423520447,"score_spread":0.3356755932411499,"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."}}