{"id":"W2074922239","doi":"10.59962/9780774851510-007","title":"Integrating Values in Risk Analysis of Biomedical Research: The Case for Regulatory and Law Reform","year":2007,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Regulatory reform; Law; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3486927,0.002091818,0.004218295,0.008434589,0.01612055,0.045965,0.008772791,0.05023695,0.002285672],"category_scores_gemma":[0.324538,0.002307322,0.003798061,0.004552152,0.185591,0.05772724,0.02455712,0.04500082,0.000590135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0354368,"about_ca_system_score_gemma":0.04029901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007422086,"about_ca_topic_score_gemma":0.004085492,"domain_scores_codex":[0.5795383,0.3291146,0.01270925,0.01383195,0.05308633,0.01171955],"domain_scores_gemma":[0.438146,0.491347,0.01682265,0.01881462,0.02899051,0.005879312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001422341,0.00001144286,0.0000991795,0.00007878059,0.00001646827,0.00009530324,0.003675026,0.0003887021,0.00003765535,0.9916911,0.001133986,0.002758061],"study_design_scores_gemma":[0.00002549068,0.00001864686,0.0000628225,0.0003519148,0.00001540626,0.00006703793,0.001468376,0.0005545045,0.00007728773,0.981894,0.01542913,0.00003541073],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01259514,0.02577441,0.1167924,0.7694974,0.002279707,0.000334808,0.00003889186,0.00008270417,0.07260457],"genre_scores_gemma":[0.8032901,0.01004619,0.06262418,0.1095015,0.007337397,0.001527255,0.00003631992,0.0002123959,0.005424731],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3486927,"threshold_uncertainty_score":0.8031778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06821548075058495,"score_gpt":0.2976121595786157,"score_spread":0.2293966788280307,"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."}}