{"id":"W2155569949","doi":"10.1080/08989621.2012.638595","title":"Unfinished Business: Ongoing Ethical Exceptionalism in the Oversight of Human Pluripotent Stem Cell Research in Canada","year":2012,"lang":"en","type":"article","venue":"Accountability in Research","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Exceptionalism; Research ethics; Agency (philosophy); Human research; Political science; Honor; Funding Agency; Public administration; Engineering ethics; Law; Public relations; Sociology; Politics; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","sts"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":true,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.03132682,0.0001060657,0.0002962427,0.000571103,0.0001369388,0.00002311005,0.0003761351,0.0004734881,0.0002321574],"category_scores_gemma":[0.0004153572,0.00007332044,0.0000370105,0.00277041,0.0013065,0.0001173334,0.0002273914,0.004404328,0.000007161309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001975731,"about_ca_system_score_gemma":0.003132807,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8888856,"about_ca_topic_score_gemma":0.8300552,"domain_scores_codex":[0.9923502,0.002131932,0.0006376204,0.0003250322,0.003732305,0.0008229078],"domain_scores_gemma":[0.9952263,0.003180338,0.00004849929,0.0005813264,0.0008114809,0.000152082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004804173,0.001831436,0.9573001,0.001698462,0.00001107965,0.00006119526,0.01342752,0.00003776368,0.009658931,0.01015407,0.001686883,0.003652201],"study_design_scores_gemma":[0.001003633,0.00006403853,0.9857295,0.000287325,0.00000224729,0.000003849699,0.008384841,0.0001734766,0.0002657579,0.002245717,0.001768821,0.00007075677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604979,0.0002790559,0.00000151156,0.03594626,0.00008421949,0.0007445067,0.00000657796,0.000003063695,0.002436878],"genre_scores_gemma":[0.9993002,0.00007143336,0.00001895794,0.0003125028,0.0001460751,0.00006039309,0.00002642985,0.00001069353,0.00005324337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05883032,"threshold_uncertainty_score":0.9978926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3079548212433394,"score_gpt":0.4784316836647877,"score_spread":0.1704768624214483,"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."}}