{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0268297,0.0007080549,0.001025474,0.0004701719,0.0005731592,0.002224708,0.0009657071,0.001429076,0.005084623],"category_scores_gemma":[0.02430383,0.0004385282,0.00304582,0.0006285809,0.001764211,0.00191936,0.001426968,0.00246092,0.0005195012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002118615,"about_ca_system_score_gemma":0.003214445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001892609,"about_ca_topic_score_gemma":0.002178251,"domain_scores_codex":[0.9823517,0.01437643,0.0004679142,0.001029162,0.001125267,0.0006494313],"domain_scores_gemma":[0.9848749,0.00587188,0.004772443,0.002224349,0.000894103,0.001362404],"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":[0.7902586,0.009385461,0.03126722,0.0005818752,0.004292539,0.00002720039,0.0004879558,0.003498212,0.004889497,0.00215664,0.006596783,0.146558],"study_design_scores_gemma":[0.4538231,0.3153999,0.1943835,0.0003139872,0.005554214,0.0001500207,0.0003136304,0.009567842,0.004499098,0.005635931,0.01020187,0.0001568293],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733536,0.004939965,0.007292034,0.004770531,0.0006607236,0.002322744,0.001487945,0.0002682089,0.00490439],"genre_scores_gemma":[0.991344,0.0004464199,0.004011511,0.001357661,0.0002601834,0.001008271,0.0008328215,0.00007042684,0.0006686053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9731703,"threshold_uncertainty_score":0.1418908,"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."}}