{"id":"W231553816","doi":"","title":"Challenges to Ethics Review in Health Research","year":2009,"lang":"en","type":"article","venue":"Health law review","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Research ethics; Political science; Mandate; Legislation; Ethical code; Inclusion (mineral); Public relations; Engineering ethics; Sociology; Law; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["research_integrity"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7581173,0.001661214,0.006799019,0.008098689,0.02389181,0.04983962,0.01674381,0.07254676,0.005973531],"category_scores_gemma":[0.7358759,0.003280464,0.005289298,0.009431567,0.115528,0.04182294,0.02884884,0.09313285,0.005713007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04131617,"about_ca_system_score_gemma":0.245726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01684427,"about_ca_topic_score_gemma":0.01405009,"domain_scores_codex":[0.159118,0.6817619,0.03886659,0.02356444,0.08472259,0.01196652],"domain_scores_gemma":[0.06951181,0.8027657,0.01219503,0.02234972,0.07369254,0.01948529],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009646573,0.0001320734,0.0005966991,0.002076034,0.0001228917,0.0003810087,0.01896438,0.0005919773,0.0001467718,0.6332366,0.2663347,0.07732035],"study_design_scores_gemma":[0.0001852581,0.00009399553,0.0006890045,0.007694036,0.00005054746,0.0005316147,0.009118295,0.0007321807,0.0001727904,0.4895835,0.4909649,0.0001838384],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.000375479,0.01640872,0.00806208,0.9598666,0.006775592,0.0002162189,0.00002632626,0.00005324211,0.008215835],"genre_scores_gemma":[0.05681279,0.02322963,0.04595132,0.8329343,0.02984522,0.002424044,0.0001605555,0.0003544721,0.008287667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2418827,"threshold_uncertainty_score":0.2997712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9569790761478819,"score_gpt":0.7908511155285314,"score_spread":0.1661279606193505,"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."}}