{"id":"W2999156770","doi":"10.1016/j.conctc.2020.100606","title":"More than a box to check: Research sponsor and clinical investigator perspectives on making GCP training relevant","year":2020,"lang":"en","type":"article","venue":"Contemporary Clinical Trials Communications","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"Food and Drug Administration; U.S. Food and Drug Administration","keywords":"Clinical trial; Protocol (science); Thematic analysis; Quality (philosophy); Medical education; Presentation (obstetrics); Good clinical practice; Psychology; Medicine; Qualitative research; Alternative medicine","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","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1469281,0.0004034691,0.002633687,0.000362012,0.0007586311,0.0002111725,0.002360592,0.001177635,0.00009407622],"category_scores_gemma":[0.8176225,0.0003412323,0.0009715579,0.001334712,0.005060186,0.0001925062,0.002784396,0.01194642,0.0003140688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001282313,"about_ca_system_score_gemma":0.005417791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003980695,"about_ca_topic_score_gemma":0.00004043574,"domain_scores_codex":[0.9646998,0.02441437,0.006218046,0.001848454,0.002002788,0.0008165436],"domain_scores_gemma":[0.2464975,0.7286548,0.001894646,0.01094779,0.003985644,0.008019573],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.05173583,0.01242855,0.3479429,0.001022409,0.004834344,0.0007161361,0.1030739,0.000006512722,0.002469658,0.2286349,0.1187862,0.1283487],"study_design_scores_gemma":[0.0351463,0.03368067,0.2357967,0.01148314,0.0008566145,0.00005937597,0.1731112,0.005958011,0.0002235534,0.04601183,0.4552349,0.002437707],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.242796,0.00412747,0.0003700371,0.7313015,0.0003092799,0.004521352,0.0001010442,0.0003190443,0.01615433],"genre_scores_gemma":[0.9400714,0.007564349,0.02758374,0.02228648,0.001510604,0.0002224092,0.00003989604,0.000107307,0.0006138011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7182023,"threshold_uncertainty_score":0.999904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9705644691006295,"score_gpt":0.7469550909975271,"score_spread":0.2236093781031024,"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."}}