{"id":"W4321611942","doi":"10.1080/23294515.2023.2180107","title":"A Cross Sectional Survey of Recruitment Practices, Supports, and Perceived Roles for Unaffiliated and Non-scientist Members of IRBs","year":2023,"lang":"en","type":"article","venue":"AJOB Empirical Bioethics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Ottawa Hospital","funders":"NIH Clinical Center; National Institutes of Health; U.S. Department of Health and Human Services","keywords":"Cross-sectional study; Survey research; Psychology; Political science; Medicine; Applied psychology","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"],"consensus_categories":[],"category_scores_codex":[0.01418279,0.0001511578,0.000461326,0.0001811619,0.0001501483,0.00004309212,0.0001476681,0.0007158849,0.00007319434],"category_scores_gemma":[0.06018551,0.0001263444,0.00009277348,0.0007283223,0.002668424,0.00007872342,0.0002684519,0.001233969,0.000004904631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005167594,"about_ca_system_score_gemma":0.0009254857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001602899,"about_ca_topic_score_gemma":0.003378641,"domain_scores_codex":[0.9968907,0.0002968418,0.0007632491,0.0005744698,0.001127952,0.0003467713],"domain_scores_gemma":[0.9705986,0.02654617,0.000410869,0.0003491135,0.001805637,0.0002895916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008722934,0.0002446287,0.9924135,0.001028585,0.0001285409,0.00001213427,0.0008393456,0.000005812849,0.002722775,0.0004183754,0.0009670589,0.0003470185],"study_design_scores_gemma":[0.001560501,0.001018624,0.9917493,0.0001401128,0.00004878001,0.0000123427,0.0004209151,0.001336442,0.001340572,0.00146757,0.0007899696,0.0001148807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919882,0.0001244315,0.00004967662,0.006122286,0.0001831754,0.0008980558,0.0003752829,0.00003385213,0.000224979],"genre_scores_gemma":[0.9946978,0.001488027,0.001589813,0.0003820752,0.0000422904,0.0000479421,0.0002646638,0.00002456559,0.00146283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04600273,"threshold_uncertainty_score":0.9831918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7355862509783585,"score_gpt":0.6448061049141977,"score_spread":0.09078014606416085,"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."}}