{"id":"W4402544273","doi":"10.1056/nejmoa2405195","title":"Preoperative Chemoradiotherapy for Resectable Gastric Cancer","year":2024,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Canadian Cancer Society Research Institute; Canadian Institutes of Health Research; Health Research Council of New Zealand; European Organisation for Research and Treatment of Cancer; Cancer Australia","keywords":"Medicine; Chemoradiotherapy; Cancer; General surgery; Oncology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005668978,0.000127317,0.0004738202,0.0003076433,0.00003191712,0.00002117391,0.00008420706,0.00003463324,0.0009098742],"category_scores_gemma":[0.0001557606,0.00007386407,0.0001051807,0.0003541884,0.00004361691,0.0001071476,0.000007963563,0.0002295668,0.000001959791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000130265,"about_ca_system_score_gemma":0.0003323384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009756001,"about_ca_topic_score_gemma":0.00002462813,"domain_scores_codex":[0.9989613,0.0000192414,0.0003584075,0.0001265375,0.0003425473,0.0001920124],"domain_scores_gemma":[0.9992534,0.0001922154,0.00009748411,0.00009624141,0.0001686025,0.0001920627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002270573,0.00004001519,0.01074872,0.0004912271,0.0007300158,0.0002796123,0.00195283,0.00006105784,0.004257792,0.0004708258,0.5097984,0.4688989],"study_design_scores_gemma":[0.05760157,0.004036981,0.006101437,0.001698364,0.0008254657,0.0009153895,0.0002516569,0.0006448732,0.0009162622,0.000609995,0.9262822,0.000115751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3897859,0.2143825,0.05679027,0.3122987,0.0116007,0.002173638,0.00002219926,0.0001595114,0.01278645],"genre_scores_gemma":[0.9007236,0.01142733,0.004476301,0.002961042,0.03477168,0.00002209035,0.00001081887,0.0000628893,0.0455442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5109377,"threshold_uncertainty_score":0.9962484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03099362324136294,"score_gpt":0.3422614487194964,"score_spread":0.3112678254781334,"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."}}