{"id":"W4307935509","doi":"10.1136/gutjnl-2022-328829","title":"On the ethics of digestive health research in historically marginalised communities","year":2022,"lang":"en","type":"letter","venue":"Gut","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Environmental ethics; Engineering ethics; Sociology; Medicine; Gerontology; Political science; Philosophy; Engineering","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":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.06594138,0.0005052619,0.001627097,0.0009441376,0.02969504,0.01642788,0.00435221,0.1249345,0.0080611],"category_scores_gemma":[0.1189292,0.00156436,0.00106162,0.001600315,0.03812781,0.01242074,0.009951403,0.09310537,0.001869122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01130397,"about_ca_system_score_gemma":0.04165125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02787825,"about_ca_topic_score_gemma":0.05592938,"domain_scores_codex":[0.9413527,0.03996636,0.002988377,0.002339043,0.006520571,0.006833005],"domain_scores_gemma":[0.7910661,0.167167,0.00585998,0.004003452,0.01131576,0.02058773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000248868,0.0002955233,0.003994508,0.0003858769,0.00008560478,0.009048616,0.04308655,0.0002012331,0.0009432192,0.2089819,0.7113054,0.0214227],"study_design_scores_gemma":[0.0002431046,0.0001394345,0.003627678,0.002210385,0.00005868583,0.002883712,0.05429611,0.0005359617,0.000462165,0.12971,0.8056317,0.0002009979],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001723424,0.0009874986,0.00008158859,0.9913613,0.001494195,0.00001260785,0.000007721188,0.000002686098,0.00432886],"genre_scores_gemma":[0.0264016,0.000994708,0.0003794502,0.9571085,0.005624782,0.0001017172,0.000006063202,0.00001902514,0.009364147],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8750655,"threshold_uncertainty_score":0.3487355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9289813502170878,"score_gpt":0.6563610679743941,"score_spread":0.2726202822426937,"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."}}