{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005056006,0.0003530399,0.0008133744,0.0002270384,0.0001425616,0.000002973175,0.0003174687,0.0009860478,0.021874],"category_scores_gemma":[0.001786309,0.0003366121,0.00008088248,0.0002039239,0.0001864807,0.00002238398,0.0001157406,0.001085844,0.0014674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001543551,"about_ca_system_score_gemma":0.0009982891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163362,"about_ca_topic_score_gemma":0.003320822,"domain_scores_codex":[0.9969754,0.0003909844,0.001133003,0.0003643756,0.000526513,0.0006097468],"domain_scores_gemma":[0.9955594,0.002378902,0.0009759396,0.0006531251,0.0002002155,0.0002324268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002307181,0.00004774817,0.00381039,0.002356037,0.00003014492,0.00001238431,0.0009960704,2.30864e-7,5.866816e-7,0.009889389,0.9613339,0.02150011],"study_design_scores_gemma":[0.0004545805,0.0001504144,0.001140812,0.001240705,0.00005821938,6.755547e-7,0.0006571872,0.000005126113,7.355604e-7,0.0005413482,0.9954289,0.0003212486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005460623,0.001659532,0.001177605,0.001183221,0.002259459,0.0009872969,0.02414414,0.000231348,0.968352],"genre_scores_gemma":[0.00007094481,0.01627554,0.02237719,0.0008098591,0.002796094,0.00005165892,0.0006601341,0.000475299,0.9564833],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0340951,"threshold_uncertainty_score":0.9999086,"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."}}