{"id":"W2583492896","doi":"10.1111/acem.13163","title":"Toward Precision Diagnostics","year":2017,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Precision medicine; Health care; Defensive medicine; Emergency department; Diagnostic test; Overdiagnosis; Malpractice; Medical physics; Test (biology); Medical emergency; Intensive care medicine; Medical malpractice; Emergency medicine; Nursing; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04732636,0.002530939,0.002312158,0.005098892,0.003635785,0.01376799,0.005195152,0.01525007,0.02207542],"category_scores_gemma":[0.07857669,0.001471483,0.002314222,0.002420663,0.01458894,0.02174657,0.01397245,0.02511751,0.01609344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008240037,"about_ca_system_score_gemma":0.01285893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003114948,"about_ca_topic_score_gemma":0.002429778,"domain_scores_codex":[0.9708711,0.009947925,0.001328414,0.004458147,0.0117908,0.001603595],"domain_scores_gemma":[0.9408139,0.02988739,0.002628269,0.006511611,0.01559175,0.004567036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002120798,0.000182327,0.002188439,0.00120375,0.000130185,0.0004242438,0.0009705636,0.001126464,0.001482341,0.5122783,0.2574747,0.2223266],"study_design_scores_gemma":[0.00004774835,0.0001689243,0.0003762381,0.001509234,0.00003779393,0.0004340249,0.0004101235,0.000946404,0.001426862,0.2535652,0.7410068,0.00007066865],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002966677,0.1897283,0.1704694,0.5048809,0.03446789,0.0003413649,0.001296651,0.002557023,0.09329182],"genre_scores_gemma":[0.08273761,0.2064705,0.2458219,0.3697219,0.03878522,0.001143901,0.002808457,0.001410061,0.05110046],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04732636,"threshold_uncertainty_score":0.2502887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133707295582313,"score_gpt":0.4147515597826147,"score_spread":0.3013808302243834,"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."}}