{"id":"W2913317168","doi":"10.1002/cjp2.124","title":"Training and accreditation standards for pathologists undertaking clinical trial work","year":2019,"lang":"en","type":"article","venue":"The Journal of Pathology Clinical Research","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Medical Research Council Canada; Department of Health and Aged Care, Australian Government; Newcastle University; Barts and The London School of Medicine and Dentistry; Prostate Cancer UK; University of Oxford; University of Southampton; Bloodwise; Newcastle upon Tyne Hospitals NHS Foundation Trust; Yorkshire Cancer Research; Chief Scientist Office; Tenovus; National Institute for Health and Care Research; Cancer Research UK; Health and Social Care Northern Ireland; Bristol-Myers Squibb; National Cancer Research Institute; Cancer Research Institute; Breast Cancer Now; Blood Cancer UK; Health and Care Research Wales","keywords":"Accreditation; Work (physics); Medical education; Medicine; Medical physics; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.09816306,0.00009206506,0.0006437733,0.0001576467,0.0001549924,0.00002358325,0.0002095136,0.0006534042,0.00005137764],"category_scores_gemma":[0.02413119,0.00004964277,0.0002593826,0.0002479108,0.002538647,0.00005695487,0.00009899037,0.002603757,0.000007067193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004902947,"about_ca_system_score_gemma":0.001432064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001037641,"about_ca_topic_score_gemma":0.000002368558,"domain_scores_codex":[0.9941672,0.002675667,0.001530676,0.0002190067,0.001059139,0.0003482958],"domain_scores_gemma":[0.9782816,0.01920122,0.0005355165,0.0002712396,0.001446337,0.0002640464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.171247,0.0007583619,0.02381032,0.0001478042,0.0002575908,0.0002936416,0.002222913,0.000006923986,0.000681,0.003242326,0.004601575,0.7927306],"study_design_scores_gemma":[0.2161912,0.08575851,0.5337313,0.001393328,0.000712019,0.001918266,0.005260275,0.001039477,0.00004593787,0.1037829,0.04976577,0.000401013],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712378,0.0005507311,0.00390253,0.02149304,0.001726271,0.0007968647,0.000007180254,0.000007189924,0.0002783984],"genre_scores_gemma":[0.9942452,0.001278657,0.002022026,0.000527015,0.001738168,0.000004470262,0.000005105313,0.00001266442,0.0001667089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7923295,"threshold_uncertainty_score":0.9996973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6418142545665163,"score_gpt":0.6469940840657799,"score_spread":0.005179829499263544,"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."}}