{"id":"W2075054615","doi":"10.1525/jer.2013.8.2.104","title":"The Social and Policy Contexts of the New Brunswick Declaration on Research Ethics, Integrity, and Governance: A Commentary","year":2013,"lang":"en","type":"article","venue":"Journal of Empirical Research on Human Research Ethics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Corporate governance; Research ethics; Declaration; Research integrity; Political science; Engineering ethics; Ethics committee; Sociology; Public administration; Public relations; Law; Management; Engineering","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","research_integrity"],"domain":"evaluation","study_design":"not_applicable","genre":"commentary","about_ca_system":true,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","research_integrity"],"domain":"methods","study_design":"not_applicable","genre":"commentary","about_ca_system":true,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.1002192,0.001123263,0.002145618,0.002812631,0.02530171,0.02117251,0.01014287,0.05477763,0.002788734],"category_scores_gemma":[0.1554201,0.001426902,0.001588651,0.005137237,0.0662137,0.008839193,0.009334987,0.09160674,0.001430242],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08305506,"about_ca_system_score_gemma":0.1714254,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.37177,"about_ca_topic_score_gemma":0.5322645,"domain_scores_codex":[0.8965301,0.06390679,0.006243005,0.004848958,0.01980096,0.008670175],"domain_scores_gemma":[0.7581522,0.2071789,0.005936381,0.002702979,0.01850666,0.00752285],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005217741,0.00001387001,0.0002007156,0.0003900262,0.00001541413,0.0007307748,0.02150218,0.0002490565,0.0002361112,0.2301092,0.7398006,0.006699817],"study_design_scores_gemma":[0.00002677266,0.00001013116,0.0003149394,0.002268733,0.00001623641,0.0001130801,0.01153127,0.0001542602,0.0002390797,0.03099209,0.9542314,0.0001019135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003510554,0.003734628,0.0002786999,0.9791701,0.01200567,0.00001280075,0.00002344852,0.000007489023,0.00441618],"genre_scores_gemma":[0.0159149,0.003713501,0.0009086687,0.9636164,0.007257512,0.0001228348,0.00003401221,0.00005084336,0.008381326],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9452224,"threshold_uncertainty_score":0.7392121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8828485704238289,"score_gpt":0.7403927455931891,"score_spread":0.1424558248306398,"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."}}