{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3882484,0.001477653,0.002733832,0.01197918,0.007780286,0.01774055,0.01175417,0.01584455,0.02286358],"category_scores_gemma":[0.4586787,0.00320758,0.003219055,0.01083108,0.008447085,0.007549413,0.0123384,0.01367476,0.03567341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008211021,"about_ca_system_score_gemma":0.09084196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005914859,"about_ca_topic_score_gemma":0.007359668,"domain_scores_codex":[0.6010488,0.1903258,0.07133035,0.01073116,0.1064993,0.02006469],"domain_scores_gemma":[0.334121,0.1615735,0.05291939,0.08838313,0.3322558,0.03074711],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001196864,0.002525607,0.01678475,0.008999174,0.0002039494,0.001195531,0.02030501,0.00281897,0.01022544,0.04923214,0.3851809,0.5013316],"study_design_scores_gemma":[0.0006075195,0.001348324,0.03737996,0.01146704,0.000123664,0.0020887,0.005549488,0.003192842,0.004962597,0.01553346,0.9173871,0.000359289],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.03513868,0.01836274,0.3223695,0.1705016,0.02647334,0.08989914,0.003209988,0.01002051,0.3240246],"genre_scores_gemma":[0.09282209,0.01315019,0.6933961,0.03387532,0.004427939,0.07569225,0.006178836,0.00351629,0.07694098],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6117516,"threshold_uncertainty_score":0.7543987,"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."}}