{"id":"W4382542882","doi":"10.1016/j.ijrobp.2023.06.011","title":"The Feasibility of Quality Assurance in the TOPGEAR International Phase 3 Clinical Trial of Neoadjuvant Chemoradiation Therapy for Gastric Cancer (an Intergroup Trial of the AGITG/TROG/NHMRC CTC/EORTC/CCTG)","year":2023,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Institute for Cancer Research; Queen's University; University of Manitoba; Princess Margaret Cancer Centre; CancerCare Manitoba; University of Toronto","funders":"","keywords":"Medicine; Chemoradiotherapy; Cancer; Perioperative; Lymphadenectomy; Chemotherapy; Clinical trial; Oncology; Internal medicine; Radiation therapy; Randomized controlled trial; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005389141,0.0001778547,0.0007126583,0.0001739106,0.00006556012,0.00002082544,0.001008709,0.0001656122,0.00002240301],"category_scores_gemma":[0.002350945,0.0001031444,0.0006633774,0.0004512506,0.0003873663,0.0002065555,0.00007878282,0.0004371352,8.742649e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003819631,"about_ca_system_score_gemma":0.0007198906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000104234,"about_ca_topic_score_gemma":0.00008764181,"domain_scores_codex":[0.9958966,0.0008289038,0.002160426,0.000244181,0.0006625542,0.0002073521],"domain_scores_gemma":[0.992964,0.002447896,0.003205648,0.0003496888,0.0009811877,0.00005161603],"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":[0.2216896,0.003563344,0.3313056,0.00003071794,0.001156526,0.000004193009,0.0009752014,0.0006211249,0.001580036,0.007373968,0.001835119,0.4298646],"study_design_scores_gemma":[0.4510276,0.01095087,0.5102899,0.0001008008,0.0002657502,0.00001357544,0.0006380624,0.00374473,0.0009408374,0.01006926,0.01178122,0.0001773637],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784957,0.0001676489,0.001106226,0.01148895,0.006994028,0.001491719,0.000138004,0.0000109712,0.0001067386],"genre_scores_gemma":[0.9942371,0.001986429,0.0002423578,0.0004621023,0.002852641,0.00007695087,0.00008238725,0.00001494571,0.00004504525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4296872,"threshold_uncertainty_score":0.4206105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1288047926387492,"score_gpt":0.4895654379223869,"score_spread":0.3607606452836377,"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."}}