{"id":"W1497849678","doi":"10.1503/cmaj.1150033","title":"Time to rethink EMRs","year":2015,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Data science; Medical record; Medical practice; Medicine; Computer science; Family medicine; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01355672,0.0009683162,0.001335877,0.001314992,0.009477589,0.008999583,0.004475783,0.05641574,0.01478416],"category_scores_gemma":[0.07298185,0.0007380381,0.00186395,0.001007589,0.01037031,0.01495208,0.006160405,0.08457781,0.007944696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01856173,"about_ca_system_score_gemma":0.03043672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08292814,"about_ca_topic_score_gemma":0.1718523,"domain_scores_codex":[0.9850868,0.003321426,0.001526285,0.001374054,0.006528451,0.002162936],"domain_scores_gemma":[0.9529797,0.02051918,0.001714806,0.001981534,0.009602259,0.01320241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000237163,0.00004527486,0.000622494,0.00007197395,0.00001543031,0.001781889,0.0007481459,0.0001004419,0.0001800009,0.00739725,0.9589736,0.03003993],"study_design_scores_gemma":[0.00003372897,0.00005147947,0.001306414,0.0007363827,0.00001754254,0.002421642,0.002479878,0.0002110739,0.0001109214,0.01696044,0.9755933,0.00007716878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000204752,0.00115623,0.000139007,0.9901452,0.006507264,0.000006690127,0.00001339614,0.00003227967,0.001795243],"genre_scores_gemma":[0.003159327,0.001332747,0.0005084483,0.9766316,0.01540279,0.00001426577,0.0000206739,0.00002599689,0.002904209],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08292814,"threshold_uncertainty_score":0.1648909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01864394243516986,"score_gpt":0.2874381570741914,"score_spread":0.2687942146390215,"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."}}