{"id":"W2732001992","doi":"10.18192/uojm.v7i1.2021","title":"Lack of clinical trial data transparency and current solutions","year":2017,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Transparency (behavior); Political science; Clinical trial; Food and drug administration; Humanities; Medicine; Art; Law; Medical emergency","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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5412223,0.001846658,0.004122134,0.01081432,0.006240697,0.03370462,0.01431878,0.02385735,0.01473589],"category_scores_gemma":[0.7178995,0.003831697,0.004727687,0.01032514,0.0403633,0.04029066,0.01781484,0.04295987,0.004556748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02421801,"about_ca_system_score_gemma":0.09359998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067356,"about_ca_topic_score_gemma":0.006162146,"domain_scores_codex":[0.4425401,0.32652,0.05266715,0.04565743,0.1231077,0.009507652],"domain_scores_gemma":[0.08478608,0.7641522,0.04196428,0.04093363,0.05429092,0.01387281],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005668613,0.0002507727,0.006392582,0.007659147,0.0006312057,0.0006689394,0.004588834,0.002571936,0.0005910934,0.4897215,0.2228656,0.2634915],"study_design_scores_gemma":[0.0004549316,0.0002840305,0.003934316,0.01552642,0.0002789265,0.001293586,0.002732202,0.004166027,0.000707205,0.6056501,0.3646076,0.0003645073],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001408597,0.0216478,0.01985886,0.9442437,0.002944763,0.0002107795,0.0003807688,0.0002588003,0.009046067],"genre_scores_gemma":[0.1352964,0.04773225,0.09714203,0.6800931,0.02729396,0.002756853,0.001703233,0.00069279,0.007289471],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4587777,"threshold_uncertainty_score":0.5657546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8904182225471359,"score_gpt":0.6568603395117953,"score_spread":0.2335578830353405,"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."}}