{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2360157,0.0009914624,0.001389135,0.003670259,0.0324106,0.02506291,0.003754841,0.01279678,0.002223275],"category_scores_gemma":[0.1647706,0.001009139,0.0009623863,0.003476276,0.226858,0.01496236,0.0193861,0.01646045,0.0004068493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05912435,"about_ca_system_score_gemma":0.1181599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2390891,"about_ca_topic_score_gemma":0.1577,"domain_scores_codex":[0.6687267,0.2554068,0.009655499,0.01177659,0.04274134,0.01169299],"domain_scores_gemma":[0.7797642,0.1694195,0.01177926,0.01358011,0.01958093,0.005875921],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007619153,0.00001090709,0.0005407114,0.00006532492,0.000008442711,0.0000806246,0.04645381,0.0002011012,0.00008203409,0.9463333,0.001019831,0.005196265],"study_design_scores_gemma":[0.00002997597,0.00003215566,0.001059898,0.001087477,0.00002102528,0.0002192703,0.02911076,0.0006246832,0.0002488894,0.8683123,0.09916798,0.0000856265],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04848102,0.01895517,0.1068379,0.4614573,0.002132098,0.0006619561,0.00006513985,0.0001133989,0.3612959],"genre_scores_gemma":[0.9445726,0.004197539,0.01843188,0.02055193,0.0007976856,0.0005601514,0.00002317447,0.0000754436,0.01078957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9872032,"threshold_uncertainty_score":0.9421287,"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."}}