{"id":"W3210736114","doi":"10.1016/j.ijrobp.2021.07.111","title":"The Feasibility of Quality Assurance in the TOPGEAR International Phase III Clinical Trial of Neoadjuvant Chemoradiotherapy for Gastric Cancer (An Intergroup Trial of the AGITG/TROG/EORTC/CCTG)","year":2021,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; University of Manitoba; Princess Margaret Cancer Centre; CancerCare Manitoba; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Contouring; Quality assurance; Chemoradiotherapy; Cancer; Perioperative; Clinical trial; Radiation therapy; Protocol (science); Randomized controlled trial; Oncology; Nuclear medicine; Internal medicine; Radiology; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03843629,0.0006595913,0.0009726533,0.0005209002,0.0005944992,0.002484283,0.001033774,0.001402369,0.004370801],"category_scores_gemma":[0.03785159,0.0004638126,0.002855889,0.0007416939,0.00209935,0.00192697,0.001560431,0.002462581,0.0004418683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00226591,"about_ca_system_score_gemma":0.003514296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002143259,"about_ca_topic_score_gemma":0.001945345,"domain_scores_codex":[0.9741529,0.0213639,0.0007057614,0.001359377,0.001649371,0.0007687806],"domain_scores_gemma":[0.9744173,0.01135807,0.00753566,0.003641537,0.001373985,0.001673541],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.7294948,0.01012574,0.05776228,0.0007722444,0.005462204,0.00002972058,0.0006942538,0.004764901,0.005417381,0.003376391,0.006258528,0.1758416],"study_design_scores_gemma":[0.3603523,0.3107674,0.2781355,0.0004027144,0.007267209,0.0001897812,0.0004106392,0.01558991,0.00629364,0.008018443,0.01237853,0.0001939939],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711155,0.005070169,0.009663795,0.004913267,0.0006265439,0.002236891,0.001266361,0.0002304636,0.004877069],"genre_scores_gemma":[0.9926478,0.0003638254,0.003801466,0.001055924,0.0002083825,0.0007463005,0.0006133944,0.0000580375,0.0005049159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9615637,"threshold_uncertainty_score":0.203273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09842772612430033,"score_gpt":0.4801065619191559,"score_spread":0.3816788357948556,"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."}}