{"id":"W3194402577","doi":"10.1101/2021.08.18.21262205","title":"Communicating risk to patients: developing an “Efficiency Index” for diagnostic and screening tests","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metric (unit); Diagnostic accuracy; Mace; Test (biology); Cognition; Diagnostic test; Computer science; Psychology; Statistics; Medical physics; Medicine; Pediatrics; Psychiatry; Mathematics; Radiology; Operations management","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":[0.05306003,0.0008821166,0.001231384,0.01006259,0.0006504094,0.004959899,0.001470788,0.001496242,0.002008823],"category_scores_gemma":[0.2322866,0.0004544602,0.001551441,0.004990425,0.00126762,0.004931511,0.002749299,0.001712438,0.0005127794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002438809,"about_ca_system_score_gemma":0.001441352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001416113,"about_ca_topic_score_gemma":0.001329275,"domain_scores_codex":[0.9566329,0.02316808,0.007842734,0.002047434,0.009680416,0.0006284927],"domain_scores_gemma":[0.7674209,0.1762915,0.03023429,0.008450924,0.01574515,0.001857284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001528549,0.0005165724,0.6436846,0.001094348,0.002297887,0.0001905445,0.001948067,0.0182175,0.00131936,0.01143576,0.006625101,0.3111417],"study_design_scores_gemma":[0.0004038559,0.003607894,0.6649807,0.001451631,0.001777181,0.002252856,0.004196281,0.2347561,0.009784524,0.05651768,0.01970565,0.0005656665],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5750365,0.005015813,0.384142,0.00436401,0.0003177196,0.001706869,0.004538132,0.001111207,0.02376783],"genre_scores_gemma":[0.8514186,0.0004354822,0.1450082,0.0003590453,0.00009866535,0.0007253826,0.001432307,0.00007876722,0.0004434458],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05306003,"threshold_uncertainty_score":0.2806116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05033215158074426,"score_gpt":0.3646754166217851,"score_spread":0.3143432650410408,"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."}}