{"id":"W2233201293","doi":"10.1177/1556264615599687","title":"Risk and Representation in Research Ethics","year":2015,"lang":"en","type":"article","venue":"Journal of Empirical Research on Human Research Ethics","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Nunavut; Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research","keywords":"Indigenous; Identity (music); Negotiation; Research ethics; Context (archaeology); Politics; Sociology; Representation (politics); Corporate governance; Legislation; Political science; Public relations; Public administration; Law; Social science; Engineering ethics; Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts","research_integrity"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","sts","research_integrity"],"domain":"methods","study_design":"qualitative","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch","sts","research_integrity"],"category_scores_codex":[0.4069085,0.0001672792,0.0004399201,0.004139533,0.01706472,0.000724521,0.001396117,0.001409384,0.0001091619],"category_scores_gemma":[0.06407103,0.0001317013,0.0001027898,0.004695176,0.006331454,0.0006429309,0.00006483166,0.03875864,0.000134692],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00294738,"about_ca_system_score_gemma":0.09665229,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.128057,"about_ca_topic_score_gemma":0.5379825,"domain_scores_codex":[0.8944413,0.08332363,0.001113097,0.0006191123,0.0181293,0.002373532],"domain_scores_gemma":[0.909121,0.0647509,0.0002723705,0.0006397353,0.02307883,0.002137176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004635066,0.000751634,0.01150666,0.00009568762,0.00002020377,0.0001684326,0.714924,0.00002119719,0.00001216206,0.259812,0.01150789,0.0007167024],"study_design_scores_gemma":[0.0009221837,0.002453742,0.009583902,0.0003544004,0.000003576901,0.000009257452,0.1204998,0.00002552884,0.00009604411,0.2780147,0.5878796,0.0001573207],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8385504,0.00100735,0.00001969546,0.04951445,0.0003517533,0.00110461,0.000005266617,0.00001701714,0.1094294],"genre_scores_gemma":[0.9355137,0.05180892,0.0003367724,0.0001358038,0.002410656,0.00001286315,0.000003983992,0.00004355314,0.009733797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5944242,"threshold_uncertainty_score":0.999887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8772426492968817,"score_gpt":0.7351465473444156,"score_spread":0.142096101952466,"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."}}