{"id":"W4366220786","doi":"10.7196/samj.2023.v113i3b.16849","title":"Piloting a tool for informed consent comprehension in a cardiovascular clinical trial in South Africa: An IMPI-2 pilot trial substudy (ICC Study)","year":2023,"lang":"en","type":"article","venue":"South African Medical Journal","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"European Commission","keywords":"Medicine; Comprehension; Informed consent; Family medicine; Randomized controlled trial; Clinical trial; Physical therapy; Surgery; Alternative medicine; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07395222,0.0004947056,0.002620053,0.001218445,0.0003421892,0.000167611,0.001018943,0.0008325732,0.0001485711],"category_scores_gemma":[0.2524116,0.0003855914,0.001221986,0.002136737,0.000833693,0.0001602617,0.0005777142,0.008686234,0.00007716093],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004401516,"about_ca_system_score_gemma":0.00964355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006718906,"about_ca_topic_score_gemma":0.0007239382,"domain_scores_codex":[0.9817356,0.003317168,0.005042023,0.00118245,0.006917724,0.001805053],"domain_scores_gemma":[0.9601621,0.03487638,0.0006811654,0.001207375,0.0007837455,0.002289206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8184122,0.01013245,0.1159032,0.0003184223,0.00118501,0.004630116,0.04162721,0.00007307834,0.00001115402,0.0001103908,0.0003737155,0.007223032],"study_design_scores_gemma":[0.8313729,0.0523833,0.05391472,0.001070775,0.0004635824,0.00008611454,0.0565737,0.001582478,0.000001768514,0.001415533,0.000569717,0.0005653905],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988632,0.0001560551,0.0002551412,0.001206087,0.002014351,0.007347621,0.00002203563,0.0001361779,0.0002304831],"genre_scores_gemma":[0.9947747,0.0001658457,0.0006023188,0.0003599859,0.003591873,0.0002710448,0.00002028458,0.00009457677,0.0001193506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1784594,"threshold_uncertainty_score":0.9998596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6512880340652493,"score_gpt":0.5649337058190392,"score_spread":0.08635432824621003,"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."}}