{"id":"W1498556839","doi":"10.1126/science.289.5482.1142","title":"Protecting Communities in Biomedical Research","year":2000,"lang":"en","type":"article","venue":"Science","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":289,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Typology; Identification (biology); Research ethics; Informed consent; Biorepository; Community standards; Engineering ethics; Common Rule; Public relations; Political science; Sociology; Medicine; Biobank; Biology; Law; Alternative medicine; Engineering; Bioinformatics; Ecology; Pathology","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.1799288,0.0008029194,0.0018294,0.002895781,0.01967574,0.01229949,0.003081498,0.01272612,0.004061817],"category_scores_gemma":[0.1735094,0.001032204,0.00098721,0.002048049,0.04347683,0.01301504,0.03753623,0.01135252,0.001505886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00454775,"about_ca_system_score_gemma":0.03379587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00300952,"about_ca_topic_score_gemma":0.003911866,"domain_scores_codex":[0.7656044,0.1954043,0.007839865,0.008613755,0.01717132,0.005366327],"domain_scores_gemma":[0.7444896,0.1398812,0.02353568,0.04938345,0.02240225,0.02030786],"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":[0.0001110358,0.0001174209,0.003968347,0.0005163254,0.0000653608,0.0004628975,0.05548023,0.0005730871,0.001170052,0.8391343,0.01177006,0.08663096],"study_design_scores_gemma":[0.0001070989,0.0002541845,0.002544606,0.001627779,0.00004980536,0.0007345381,0.012041,0.0006939011,0.001156549,0.649957,0.3307526,0.00008090433],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06328861,0.01690381,0.3238449,0.3198965,0.004259379,0.004104214,0.0002490882,0.0003618309,0.2670916],"genre_scores_gemma":[0.787388,0.006058781,0.1245607,0.04772631,0.002039698,0.005964226,0.0002267758,0.0001596346,0.02587595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9872739,"threshold_uncertainty_score":0.9515659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.851481308828018,"score_gpt":0.7227688307906839,"score_spread":0.1287124780373341,"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."}}