{"id":"W4248099150","doi":"10.5206/uwomj.v89i2.10220","title":"Is Emergency Medicine Overusing Valuable Resources?","year":2021,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malpractice; Defensive medicine; Medicine; Medical malpractice; Radiation exposure; Medical imaging; Health care; Medical emergency; Medical physics; Computed tomography; Family medicine; Radiology; Nuclear medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005846606,0.0003157447,0.0005585648,0.001507115,0.003237225,0.005352663,0.001347481,0.004419581,0.02842384],"category_scores_gemma":[0.06187469,0.0004116026,0.0005853279,0.002254224,0.004382875,0.006826011,0.002913019,0.00607898,0.002742109],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007690813,"about_ca_system_score_gemma":0.01049779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01897627,"about_ca_topic_score_gemma":0.02946025,"domain_scores_codex":[0.9905266,0.004008699,0.0007349768,0.000606105,0.002157137,0.001966624],"domain_scores_gemma":[0.9567975,0.01313103,0.007273657,0.001616642,0.009321096,0.01186005],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002053084,0.0002686715,0.06567112,0.001369091,0.0001663649,0.008248286,0.005635576,0.0002768086,0.0001776181,0.04449095,0.6224315,0.2510588],"study_design_scores_gemma":[0.00009228077,0.0002144878,0.06634189,0.01192204,0.0001381907,0.02324142,0.045239,0.0004988028,0.0002597652,0.05798971,0.7939087,0.0001537235],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01668511,0.01985622,0.0006751155,0.9208577,0.003306426,0.00002465806,0.0002236848,0.00003913898,0.03833194],"genre_scores_gemma":[0.5036312,0.08033635,0.002273415,0.3859048,0.01535862,0.00007268712,0.0004039211,0.0001414992,0.01187741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9941534,"threshold_uncertainty_score":0.09508723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5280915480785777,"score_gpt":0.5028046299125809,"score_spread":0.02528691816599682,"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."}}