{"id":"W2096968635","doi":"10.1136/bmj.330.7482.88","title":"Need for expertise based randomised controlled trials","year":2005,"lang":"en","type":"review","venue":"BMJ","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":428,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute; McMaster University","funders":"","keywords":"Psychological intervention; Medicine; Intervention (counseling); Randomized controlled trial; Physical therapy; Clinical trial; MEDLINE; Specialty; Medical physics; Family medicine; Nursing; Surgery","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"],"consensus_categories":["metaepi_broad"],"category_scores_codex":[0.006684262,0.0005448991,0.02174452,0.0002450102,0.00005048648,0.00003808128,0.0001185719,0.0005146115,0.0006028657],"category_scores_gemma":[0.01762187,0.0002926886,0.01566527,0.0001372584,0.00003933202,0.00002190747,0.000009917966,0.0001874998,0.00009981551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001195708,"about_ca_system_score_gemma":0.0007003641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003170112,"about_ca_topic_score_gemma":4.187887e-7,"domain_scores_codex":[0.9949329,0.001348654,0.002575775,0.0003817873,0.0004013985,0.0003595181],"domain_scores_gemma":[0.9757903,0.02243045,0.0008676465,0.0005345994,0.0001083293,0.0002686412],"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":[0.02143464,0.00009908866,7.7025e-7,0.004476832,0.001627868,0.0001050342,0.00001147002,4.4739e-7,6.568018e-7,0.0001303626,0.02689246,0.9452204],"study_design_scores_gemma":[0.1920029,0.00007801003,7.738568e-7,0.00369143,0.01057499,0.00006547621,0.000004592744,0.00004417927,6.71797e-7,8.889342e-7,0.7932757,0.0002604504],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[3.303915e-7,0.961836,0.0003401993,0.002771312,0.0003988317,0.02311286,0.00002753473,0.00008940252,0.01142355],"genre_scores_gemma":[0.000001804828,0.9665679,0.001033128,0.0012624,0.003282025,0.00810452,0.0002287458,0.00008723835,0.01943224],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9449599,"threshold_uncertainty_score":0.9999526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1463187099175012,"score_gpt":0.4473550818185708,"score_spread":0.3010363719010696,"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."}}