{"id":"W1887790309","doi":"10.1186/1742-5573-3-11","title":"New patient-oriented summary measure of net total gain in certainty for dichotomous diagnostic tests","year":2006,"lang":"en","type":"article","venue":"Epidemiologic Perspectives & Innovations","topic":"Reliability and Agreement in Measurement","field":"Decision Sciences","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Reciprocal; Measure (data warehouse); Certainty; Youden's J statistic; Index (typography); Medicine; Statistics; Population; Disease; Computer science; Test (biology); Predictive value; Mathematics; Data mining; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01594656,0.0007594263,0.001207038,0.004217846,0.000297095,0.002172892,0.001164499,0.0008568835,0.003003012],"category_scores_gemma":[0.1050719,0.0002437917,0.001178373,0.00328201,0.001028181,0.0029448,0.001488866,0.001280352,0.0003891224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001056687,"about_ca_system_score_gemma":0.0009813602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005408329,"about_ca_topic_score_gemma":0.0005424439,"domain_scores_codex":[0.9884488,0.005378886,0.001265137,0.001066922,0.003661399,0.0001788467],"domain_scores_gemma":[0.9273159,0.05235349,0.009375686,0.003856254,0.006204836,0.0008937572],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001649843,0.0003702053,0.3742493,0.001343374,0.0019497,0.0003891602,0.000853256,0.0744962,0.002497263,0.05305044,0.006274959,0.4828763],"study_design_scores_gemma":[0.0003299834,0.00470858,0.3206073,0.0005829369,0.001626874,0.004429583,0.0005968041,0.4894123,0.006471334,0.1568822,0.01390718,0.0004449913],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2012082,0.002715598,0.7805951,0.001636694,0.0003151764,0.0005673528,0.0030998,0.0008228333,0.00903921],"genre_scores_gemma":[0.842776,0.0006447379,0.1533754,0.0002462777,0.0003371749,0.0005407623,0.001409293,0.00005516969,0.0006152781],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9840534,"threshold_uncertainty_score":0.08433449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08524577208288033,"score_gpt":0.3642964651287134,"score_spread":0.2790506930458331,"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."}}