{"id":"W7111120971","doi":"10.1371/journal.pone.0327464.s001","title":"Research Ethics Board (REB) approvals.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Ethics in medical practice","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Thematic analysis; Exploratory research; Variety (cybernetics); Healthcare system; Qualitative research; Bioethics; Government (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.07585016,0.001405425,0.002321247,0.003847413,0.004096531,0.006726321,0.004018615,0.004625143,0.2484877],"category_scores_gemma":[0.1423494,0.001734717,0.001071606,0.004838429,0.003709723,0.003435535,0.003867177,0.006275457,0.06573168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003844285,"about_ca_system_score_gemma":0.03962226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004054559,"about_ca_topic_score_gemma":0.009632393,"domain_scores_codex":[0.9506837,0.0287849,0.006465551,0.003778328,0.007550255,0.002737356],"domain_scores_gemma":[0.8541313,0.03550513,0.00490676,0.04010787,0.05762598,0.007723058],"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":[0.005644256,0.001414991,0.00222249,0.006677723,0.00008004357,0.002527947,0.01436969,0.000681162,0.003610602,0.06696181,0.7606062,0.1352032],"study_design_scores_gemma":[0.001293815,0.0006210713,0.002643522,0.008227356,0.00002778521,0.0006210331,0.004017973,0.0008359397,0.001270468,0.007767772,0.9726149,0.00005836464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"other","genre_scores_codex":[0.0221715,0.001597267,0.0597683,0.0202397,0.01492728,0.5051475,0.04785937,0.002762761,0.3255263],"genre_scores_gemma":[0.04350665,0.001690796,0.05796972,0.014308,0.001708596,0.7480483,0.01514224,0.001317902,0.1163078],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9953749,"threshold_uncertainty_score":0.8312741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6321305850773209,"score_gpt":0.6497935498016892,"score_spread":0.01766296472436835,"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."}}