{"id":"W161456861","doi":"10.18785/ojhe.0901.02","title":"Commentary on The Ethics of Clinical Trials in Africa","year":2013,"lang":"en","type":"article","venue":"Journal of Health Ethics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Medicine; Political science; Environmental ethics; Family medicine; Philosophy","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":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.5479711,0.0001351166,0.001900453,0.0002318061,0.0001574095,0.00002122873,0.000512916,0.00165167,0.0003012251],"category_scores_gemma":[0.6997118,0.00007358598,0.0005550171,0.0003255644,0.0007550824,0.00007023531,0.0001233662,0.0478723,0.00003262657],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001733974,"about_ca_system_score_gemma":0.009457551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004751262,"about_ca_topic_score_gemma":0.00019454,"domain_scores_codex":[0.9405333,0.04042929,0.01222968,0.0003111492,0.005784624,0.0007119051],"domain_scores_gemma":[0.07951848,0.9095233,0.005252141,0.0009260079,0.00405983,0.0007202197],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.007130565,0.009070352,0.08087269,0.01005081,0.001040402,0.0002383325,0.07050555,0.00009039001,0.0003451906,0.138504,0.6239175,0.05823421],"study_design_scores_gemma":[0.01682052,0.03008221,0.1299432,0.02458948,0.0002205638,0.0001202979,0.01316572,0.0005921309,0.0005315874,0.540372,0.2431192,0.0004430964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04043532,0.00108399,0.0001860556,0.9557198,0.0008144032,0.0007278371,0.000005298984,0.000004448388,0.0010228],"genre_scores_gemma":[0.6706545,0.02398906,0.003059251,0.3011076,0.0009469368,0.000009127293,0.000001218588,0.0000265725,0.0002056721],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.869094,"threshold_uncertainty_score":0.9996444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9481778762262679,"score_gpt":0.7642941989843338,"score_spread":0.1838836772419341,"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."}}