{"id":"W2004133899","doi":"10.1186/1745-6215-13-137","title":"Diagnostic randomized controlled trials: the final frontier","year":2012,"lang":"en","type":"editorial","venue":"Trials","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Randomized controlled trial; Gold standard (test); Diagnostic test; Medical physics; Intensive care medicine; Clinical trial; Psychological intervention; Diagnostic accuracy; Test (biology); Intervention (counseling); Cohort; Physical therapy; Surgery; Pediatrics; Pathology; Radiology; Nursing","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":["metaresearch","metaepi_narrow","metaepi_broad","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","metaepi_broad","insufficient_payload"],"category_scores_codex":[0.9666284,0.001391757,0.1559241,0.0008030144,0.0003766212,0.00461217,0.006175535,0.00138085,0.09579204],"category_scores_gemma":[0.9963744,0.0003647836,0.06177139,0.0009395637,0.0003060142,0.0002522796,0.0002698897,0.001147066,0.01901005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007670586,"about_ca_system_score_gemma":0.0008012303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003892064,"about_ca_topic_score_gemma":0.0000143209,"domain_scores_codex":[0.07704415,0.7645147,0.1251342,0.002234107,0.03011904,0.0009537972],"domain_scores_gemma":[0.001568565,0.8889922,0.09765323,0.007820052,0.003644311,0.0003216268],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03354857,0.00005496627,0.000003963846,0.00003278039,0.007460463,0.000003248105,0.0001612074,0.000005921508,8.307417e-7,0.0003464034,0.9530749,0.005306772],"study_design_scores_gemma":[0.2078483,0.00001850608,0.000001598893,0.0001065066,0.02792883,8.434518e-7,0.0000607965,0.00009486564,8.902243e-7,0.01053308,0.7531031,0.0003027048],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000131239,0.08163597,0.009825392,0.001070508,0.8759384,0.02414796,0.0003944372,0.00001352833,0.0069607],"genre_scores_gemma":[0.0001679899,0.001674161,0.0005333225,0.0001235778,0.8326514,0.004854945,0.0001284504,0.0000509314,0.1598152],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1999718,"threshold_uncertainty_score":0.9999155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8414676085028139,"score_gpt":0.6015424107892008,"score_spread":0.2399251977136131,"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."}}