{"id":"W4360989937","doi":"10.1186/s13063-023-07258-4","title":"Changing patient preferences toward better trial recruitment: an ethical analysis","year":2023,"lang":"en","type":"letter","venue":"Trials","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Patient Safety Institute; Ottawa Hospital; University of Ottawa; Western University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.0446555,0.000538106,0.003916139,0.001874918,0.0001612026,0.0002164821,0.0007179815,0.008057741,0.002826143],"category_scores_gemma":[0.0973949,0.0003880323,0.001856856,0.001927589,0.0003233255,0.00005960487,0.0004274678,0.02049055,0.0006678524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002332668,"about_ca_system_score_gemma":0.0009171396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001331414,"about_ca_topic_score_gemma":0.00007479207,"domain_scores_codex":[0.9831216,0.00618349,0.003238288,0.001574577,0.004700621,0.001181453],"domain_scores_gemma":[0.9327533,0.06344662,0.001021442,0.001720174,0.0006832129,0.0003752667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02711993,0.0003479081,0.0001099294,0.001303367,0.01142579,0.001741378,0.003316286,0.000005021117,0.00003855192,0.0002006011,0.9174551,0.03693612],"study_design_scores_gemma":[0.05202449,0.01048995,0.000138391,0.001822324,0.01950855,0.000007145796,0.0004608917,0.0001134568,0.0006132465,0.05098043,0.862436,0.001405106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01092564,0.0001198517,0.0001235795,0.9762427,0.003074783,0.007399614,0.0002929468,0.0003263419,0.001494521],"genre_scores_gemma":[0.004421362,0.0009618875,0.001178649,0.9349753,0.04094351,0.002772771,0.003476783,0.000209178,0.01106055],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05726313,"threshold_uncertainty_score":0.9998572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9082566980059618,"score_gpt":0.6618905954261464,"score_spread":0.2463661025798154,"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."}}