{"id":"W2800599122","doi":"10.2196/10525","title":"A Digital Decision Support Tool to Enhance Decisional Capacity for Clinical Trial Consent: Design and Development","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Informed consent; Capacity development; Research design; Computer science; Psychology; Medicine; Knowledge management; Process management; Medical education; Alternative medicine; Engineering; Environmental resource management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04001104,0.0002396643,0.000628535,0.0003336241,0.0004997294,0.0003900719,0.0006402319,0.0006415783,0.0004692698],"category_scores_gemma":[0.1621029,0.0001866466,0.0001553736,0.0004813135,0.001634668,0.0002013878,0.001010358,0.002233232,0.0009975192],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002334708,"about_ca_system_score_gemma":0.006317786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001599312,"about_ca_topic_score_gemma":0.00001959463,"domain_scores_codex":[0.9914548,0.0005890446,0.001648337,0.001272322,0.003888099,0.001147398],"domain_scores_gemma":[0.9266257,0.06720477,0.0001206891,0.0009655152,0.003884472,0.001198798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.276348,0.002082116,0.001235488,0.0003372249,0.00005483778,0.00004438588,0.0002036971,2.020684e-7,0.0002912546,0.0006940258,0.066295,0.6524138],"study_design_scores_gemma":[0.03702943,0.03219258,0.002160727,0.002811975,0.000002525794,0.0000224177,0.00002764278,0.00007427831,0.005271878,0.01398113,0.9061499,0.0002755251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.05133677,0.000002095498,0.127941,0.001870282,0.00006102205,0.8169836,0.00003193932,0.00006797809,0.00170539],"genre_scores_gemma":[0.002419976,0.000004428362,0.2841572,0.0004136304,0.00084079,0.7078173,0.000008103475,0.00004381009,0.004294749],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8398549,"threshold_uncertainty_score":0.9997803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9066549763708883,"score_gpt":0.7687070640804999,"score_spread":0.1379479122903884,"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."}}