{"id":"W2924176290","doi":"","title":"GAITKEEPING IN CANADA: MIS-STEPS IN ASSESSING THE RELIABILITY OF EXPERT TESTIMONY","year":2014,"lang":"en","type":"article","venue":"The Canadian Bar Review","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reliability (semiconductor); Identification (biology); Law; Psychology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007675726,0.0001290474,0.000505296,0.00004304134,0.0003127223,0.000007134684,0.0004772976,0.0000831482,0.0009112232],"category_scores_gemma":[0.0172337,0.00007301963,0.00004343914,0.0004044043,0.0001183998,0.0000896987,0.00003866648,0.0009426484,0.00004470506],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001484829,"about_ca_system_score_gemma":0.008299906,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9989554,"about_ca_topic_score_gemma":0.9997776,"domain_scores_codex":[0.9948376,0.003234699,0.0008759651,0.0002166693,0.0002857099,0.0005493137],"domain_scores_gemma":[0.9939887,0.00449782,0.0002477793,0.0008604412,0.0001119253,0.0002933573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001281994,0.00007998336,0.6714703,0.01801636,0.00002271137,0.00003985447,0.008089709,0.00006174602,0.00001798613,0.007509276,0.1500491,0.1446301],"study_design_scores_gemma":[0.0001498206,0.000009228844,0.1738913,0.009947057,0.00001822444,0.000001188886,0.001790879,0.0004349174,0.000001462293,0.0002913833,0.8133499,0.0001146043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1870658,0.04198324,0.00001221339,0.7364254,0.0005995613,0.0029175,0.00001231801,0.00001560503,0.03096833],"genre_scores_gemma":[0.9607731,0.003000329,0.00007607912,0.03580623,0.00010226,0.0001231695,0.000003779554,0.00001318751,0.0001019044],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7737072,"threshold_uncertainty_score":0.9977255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08591931805928985,"score_gpt":0.4285089102597314,"score_spread":0.3425895922004416,"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."}}