{"id":"W4413282667","doi":"10.3390/curroncol32080463","title":"Impact of Treatment Modalities on Locally Advanced Gastric Cancer—Real-World Data","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Modalities; Cancer; Real world data; Treatment modality; Internal medicine; Data science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001964421,0.0001792471,0.0005066364,0.0006605145,0.0001652932,0.0007533916,0.0002379926,0.0003488458,0.00134762],"category_scores_gemma":[0.006918179,0.0001195141,0.0008164295,0.001256276,0.00037179,0.0005932251,0.000465742,0.0003510639,0.0001757149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000553779,"about_ca_system_score_gemma":0.0003212558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001373069,"about_ca_topic_score_gemma":0.002939276,"domain_scores_codex":[0.9980569,0.0009360335,0.0003296423,0.0002854022,0.0002905235,0.0001013733],"domain_scores_gemma":[0.9904665,0.003727528,0.004497088,0.0006061321,0.000441483,0.0002612487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002014163,0.00006416332,0.9790441,0.0003229636,0.000679927,0.0001515588,0.00007812605,0.00115727,0.0002441959,0.0000535589,0.0005026949,0.0156873],"study_design_scores_gemma":[0.00006254175,0.0005342095,0.9948046,0.0001044505,0.0003285866,0.0006734185,0.0002363252,0.001036532,0.0002073123,0.00008626195,0.001910374,0.00001549004],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991729,0.004669735,0.0003472474,0.0001536937,0.00001949112,0.00002517038,0.002351529,0.000005613283,0.000698499],"genre_scores_gemma":[0.9973761,0.0006353873,0.0001737317,0.00006607962,0.00002102059,0.00002049028,0.001660749,0.000004129331,0.00004232275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001964421,"threshold_uncertainty_score":0.01038897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1548360479068952,"score_gpt":0.4861917975764644,"score_spread":0.3313557496695692,"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."}}