{"id":"W4405313660","doi":"10.7202/1114971ar","title":"Trial-centrism in the Declaration of Helsinki: A Challenge for Post-Study Access and Preventing Data Colonialism in AI-Driven Health Research","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Bioethics","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Declaration; Declaration of Helsinki; Colonialism; Low and middle income countries; Global health; Political science; Public relations; Data science; Operations research; Computer science; Medicine; Developing country; Economic growth; Alternative medicine; Law; Engineering; Economics; Health care; Informed consent","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.518587,0.001052425,0.002893784,0.002340512,0.007345277,0.01848692,0.009731039,0.04068824,0.001945541],"category_scores_gemma":[0.559734,0.003298992,0.002526686,0.002876493,0.03978932,0.01281435,0.01044742,0.06895192,0.002020443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008395056,"about_ca_system_score_gemma":0.06508421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007206515,"about_ca_topic_score_gemma":0.01062159,"domain_scores_codex":[0.4153137,0.4157137,0.09705574,0.01378098,0.04602227,0.01211377],"domain_scores_gemma":[0.2255054,0.6496586,0.0259873,0.04862681,0.04043404,0.009787898],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007469913,0.0002081768,0.002121061,0.002091323,0.0002679056,0.0022859,0.05492799,0.001120013,0.003037169,0.5313672,0.3255403,0.07628604],"study_design_scores_gemma":[0.0005861528,0.0004137327,0.002835552,0.009132731,0.0002916663,0.002634217,0.009348202,0.005288266,0.003256263,0.4049583,0.5605444,0.0007106317],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006865946,0.003177715,0.05117351,0.883763,0.03737118,0.001403071,0.0004593205,0.000256085,0.0155303],"genre_scores_gemma":[0.1229503,0.004339589,0.1429309,0.6898163,0.02289204,0.007330818,0.0005607136,0.0003373088,0.00884195],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9926547,"threshold_uncertainty_score":0.593668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5859617561295257,"score_gpt":0.5545543715208481,"score_spread":0.03140738460867765,"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."}}