{"id":"W2912990448","doi":"10.1002/0470011815.b2a04021","title":"Gold Standard Test","year":2005,"lang":"en","type":"other","venue":"Encyclopedia of Biostatistics","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Test (biology); Ideal (ethics); Gold standard (test); Computer science; Reliability engineering; Statistics; Mathematics; Engineering; Geology; Political science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.01083098,0.001443592,0.002212639,0.007685822,0.00108979,0.004065047,0.003354623,0.002691252,0.05988158],"category_scores_gemma":[0.05900565,0.0003858798,0.001699692,0.002922245,0.001286389,0.001949128,0.002587536,0.002130403,0.03384807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001934733,"about_ca_system_score_gemma":0.003205611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00264517,"about_ca_topic_score_gemma":0.002593121,"domain_scores_codex":[0.9854299,0.003139169,0.001980421,0.002437924,0.006438125,0.0005744412],"domain_scores_gemma":[0.9745094,0.009345476,0.001495505,0.002906111,0.01107666,0.0006669515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001671212,0.0001941377,0.03080192,0.002592952,0.0006337713,0.0005580787,0.0002292396,0.002073626,0.002468809,0.02284846,0.3008941,0.6350338],"study_design_scores_gemma":[0.0007232014,0.001528066,0.05884698,0.007537222,0.001519225,0.008404967,0.0007933631,0.01555051,0.02082866,0.08315653,0.8007444,0.0003668143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05845875,0.07103875,0.3433366,0.01785222,0.0210432,0.004679498,0.1209083,0.01211608,0.3505667],"genre_scores_gemma":[0.4648739,0.01580208,0.2369024,0.0134605,0.005152046,0.006175274,0.1174381,0.003293607,0.1369021],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05988158,"threshold_uncertainty_score":0.2003239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03456384754476828,"score_gpt":0.409231984000866,"score_spread":0.3746681364560978,"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."}}