{"id":"W1971358034","doi":"10.1007/s10805-009-9085-0","title":"Confronting Condescending Ethics: How Community-Based Research Challenges Traditional Approaches to Consent, Confidentiality, and Capacity","year":2009,"lang":"en","type":"article","venue":"Journal of Academic Ethics","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's Health Research Institute; British Columbia Centre of Excellence for Women's Health; Simon Fraser University","funders":"","keywords":"Confidentiality; Cognitive reframing; Informed consent; Research ethics; Constructive; Public relations; Sociology; Engineering ethics; Political science; Psychology; Process (computing); Law; Social psychology; Medicine; Engineering; Computer science; Alternative medicine","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":["research_integrity"],"domain":null,"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"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"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":[0.4522609,0.001224117,0.003793881,0.005780041,0.04999546,0.05157923,0.01074946,0.04442836,0.005047888],"category_scores_gemma":[0.426417,0.002329532,0.001777285,0.005096768,0.2777368,0.06466805,0.03700436,0.05207338,0.0008498633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02050363,"about_ca_system_score_gemma":0.09563167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01320643,"about_ca_topic_score_gemma":0.02234621,"domain_scores_codex":[0.4610447,0.4815321,0.00741158,0.01229146,0.02710012,0.0106201],"domain_scores_gemma":[0.2771066,0.6551701,0.01236058,0.02371127,0.01929597,0.01235551],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002588125,0.00006972747,0.0008421499,0.0002514278,0.00004307132,0.0004193647,0.1599789,0.0001501211,0.0001169377,0.8133612,0.01124423,0.01349699],"study_design_scores_gemma":[0.00004379398,0.00002945097,0.0002783554,0.000989499,0.00001939839,0.0003861112,0.07950732,0.0004537268,0.000176162,0.8935635,0.02448048,0.00007225856],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02709887,0.005339282,0.04979308,0.8791676,0.002202198,0.0002701011,0.00002812739,0.00006446994,0.03603639],"genre_scores_gemma":[0.8444915,0.003090705,0.02894284,0.1158319,0.001917524,0.001401498,0.00003080089,0.000176488,0.004116712],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9555717,"threshold_uncertainty_score":0.6754599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9907431019658851,"score_gpt":0.7288981110496008,"score_spread":0.2618449909162843,"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."}}