{"id":"W3024610384","doi":"10.22374/cjgim.v14i3.321","title":"Validation of Electronic Health Record Detection of Patient Safety Outcomes","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Clostridium difficile; Patient safety; Electronic health record; Emergency medicine; Medical record; Intensive care medicine; Electronic medical record; Medical emergency; Internal medicine; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.1035706,0.0005593198,0.0005458934,0.003786168,0.0009680207,0.002791343,0.002078343,0.0008955849,0.001162077],"category_scores_gemma":[0.2583792,0.0003670564,0.0007880413,0.003943239,0.001315863,0.001190271,0.001516907,0.0008585062,0.0004500495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006059652,"about_ca_system_score_gemma":0.01931489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1383028,"about_ca_topic_score_gemma":0.1170172,"domain_scores_codex":[0.8680012,0.05553621,0.02018073,0.005609977,0.04723923,0.003432765],"domain_scores_gemma":[0.6106707,0.1253561,0.04973873,0.031544,0.1803957,0.002294682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006144147,0.0006150065,0.8656853,0.001366705,0.0003990797,0.0001069997,0.002255627,0.001600015,0.002315782,0.001503348,0.009513432,0.1140244],"study_design_scores_gemma":[0.0001854895,0.0007423097,0.947208,0.001310789,0.0002962308,0.0002452072,0.001028147,0.008519175,0.009877096,0.0004316426,0.03008647,0.00006942356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8456219,0.00320841,0.05499938,0.007505206,0.0007825337,0.0121699,0.03194252,0.001075358,0.04269481],"genre_scores_gemma":[0.9008786,0.0009560575,0.0734903,0.002260476,0.0002653532,0.003126823,0.0173666,0.00007649339,0.001579196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1383028,"threshold_uncertainty_score":0.5477403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07504308130276782,"score_gpt":0.4182954780916507,"score_spread":0.3432523967888829,"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."}}