{"id":"W2087645370","doi":"10.1080/08989621.2011.557302","title":"The Responsible Conduct of Bioethics Research","year":2011,"lang":"en","type":"article","venue":"Accountability in Research","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute of Environmental Health Sciences; National Institutes of Health","keywords":"Bioethics; Government (linguistics); Engineering ethics; Sociology; Research ethics; Political science; Law; Psychology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","research_integrity"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2605164,0.0001581886,0.0004748315,0.0009247004,0.0006410179,0.00007674303,0.001746451,0.000938252,0.0007824323],"category_scores_gemma":[0.2425724,0.000105966,0.0001466383,0.004150064,0.01759621,0.0001773937,0.001530677,0.01582427,0.000338482],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005838691,"about_ca_system_score_gemma":0.006799751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01945857,"about_ca_topic_score_gemma":0.02036097,"domain_scores_codex":[0.9792647,0.007183234,0.001520648,0.001043884,0.008926488,0.002061081],"domain_scores_gemma":[0.6895828,0.2814947,0.0001629863,0.006675487,0.02134567,0.0007383374],"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":[0.01317079,0.002623241,0.4613372,0.001375668,0.00009374511,0.0001191951,0.01027862,5.701753e-7,0.009776697,0.4915332,0.003923989,0.005767145],"study_design_scores_gemma":[0.001430908,0.00209733,0.2403747,0.0005488462,0.000007704602,0.00001496545,0.0235675,0.00006649611,0.04479177,0.6806973,0.006233518,0.0001688961],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9018977,0.0006567705,0.000002176801,0.01992313,0.0001389059,0.001644093,0.0000108197,0.00002652752,0.07569993],"genre_scores_gemma":[0.9929596,0.002200797,0.0008931077,0.00009887592,0.0000977849,0.0001882598,0.000003074272,0.00003655232,0.003521964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2896818,"threshold_uncertainty_score":0.9988308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9759870882107871,"score_gpt":0.7668027338591651,"score_spread":0.209184354351622,"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."}}