{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006321984,0.000365941,0.0008134228,0.0002320098,0.0002217263,0.0002181597,0.0002554267,0.0003631373,0.001988607],"category_scores_gemma":[0.0006636809,0.0001656861,0.0005414021,0.0002268002,0.0004319172,0.0001800999,0.00024337,0.0008062241,0.0002130833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003892755,"about_ca_system_score_gemma":0.0009760439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007410789,"about_ca_topic_score_gemma":0.002150662,"domain_scores_codex":[0.9997483,0.0001404293,0.00002044092,0.00002136131,0.00003692474,0.00003244336],"domain_scores_gemma":[0.9995907,0.0001228812,0.00009017845,0.00002633119,0.00001819532,0.0001516253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.4289341,0.01280933,0.03812604,0.005094447,0.002027763,0.0007134837,0.0002725052,0.003581265,0.03537325,0.00047469,0.004052359,0.4685408],"study_design_scores_gemma":[0.2179186,0.6019611,0.1397922,0.0007220291,0.003248585,0.003598281,0.0001812784,0.001899946,0.01276304,0.0007187069,0.01713772,0.00005846432],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803596,0.0161474,0.0005488669,0.0005158072,0.0001307434,0.0006352545,0.0001064571,0.00004432058,0.00151153],"genre_scores_gemma":[0.9916586,0.005520982,0.001069482,0.0005057547,0.0001513713,0.0004910636,0.0002110979,0.000005405302,0.0003861907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001988607,"threshold_uncertainty_score":0.006652594,"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."}}