{"id":"W4409403173","doi":"10.3389/fonc.2025.1548637","title":"A Canadian algorithm for upper gastrointestinal cancer management","year":2025,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; Institute for Research in Immunology and Cancer; Western University; Université de Sherbrooke","funders":"Merck Canada","keywords":"Medicine; Best practice; Survivorship curve; Accreditation; Cancer; Expert opinion; Intensive care medicine; Pharmacy; Disease; Quality of life (healthcare); Oncology; Family medicine; Internal medicine; Nursing; Medical education","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004569401,0.0009821291,0.0005669622,0.005020245,0.003968447,0.002748909,0.002744133,0.001671442,0.01737479],"category_scores_gemma":[0.01168285,0.0003579399,0.001389757,0.003983871,0.001288639,0.001922806,0.003323958,0.002853207,0.003766237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02890288,"about_ca_system_score_gemma":0.08306275,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4975305,"about_ca_topic_score_gemma":0.6594148,"domain_scores_codex":[0.9961445,0.0009819092,0.0005008286,0.000343699,0.00139108,0.000637928],"domain_scores_gemma":[0.9913202,0.0003205017,0.0003863857,0.0001662329,0.006627783,0.001178769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001501025,0.0002082283,0.03461201,0.0008373007,0.00008382847,0.001557524,0.002209179,0.003446497,0.0007819661,0.02247058,0.6125435,0.3210992],"study_design_scores_gemma":[0.0002054155,0.0001447655,0.03198708,0.001805793,0.000105831,0.002564958,0.003067636,0.006341048,0.0006529674,0.01185772,0.9410959,0.0001707647],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0295938,0.0161991,0.1230912,0.2634147,0.006254222,0.01691275,0.01604396,0.002719176,0.5257711],"genre_scores_gemma":[0.1902137,0.0187757,0.6486427,0.02591727,0.001161311,0.008071965,0.02340051,0.0008193534,0.08299746],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5024694,"threshold_uncertainty_score":0.9892692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019663426546053,"score_gpt":0.306534408477669,"score_spread":0.2963377742122085,"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."}}