{"id":"W4402859830","doi":"10.1158/1078-0432.ccr-23-3523","title":"The Tumor Immune Microenvironment Drives Survival Outcomes and Therapeutic Response in an Integrated Molecular Analysis of Gastric Adenocarcinoma","year":2024,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Ferroptosis and cancer prognosis","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; Alberta Cancer Foundation; University of Alberta","funders":"Canadian Institutes of Health Research; Edmonton Civic Employees Charitable Assistance Fund","keywords":"Immunotherapy; Oncology; Internal medicine; Tumor microenvironment; Medicine; Microsatellite instability; Adjuvant; Chemotherapy; Subgroup analysis; Cancer; Survival analysis; Immune system; Immunology; Biology; Meta-analysis; Allele; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.002476761,0.0003427475,0.0004802521,0.0007275493,0.000199876,0.0006308889,0.0002490392,0.0002539728,0.0004539642],"category_scores_gemma":[0.002828019,0.000164265,0.0005259577,0.0005407156,0.0002853691,0.0003195873,0.0004647618,0.0004074952,0.0001015519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004179978,"about_ca_system_score_gemma":0.0005010618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001179047,"about_ca_topic_score_gemma":0.00174552,"domain_scores_codex":[0.9993249,0.0003019648,0.00004398981,0.0001662503,0.0001036489,0.00005926814],"domain_scores_gemma":[0.9988967,0.000345163,0.000393145,0.0001564748,0.000109151,0.00009928524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009932248,0.0001101198,0.9804073,0.00002558213,0.000284433,0.00003242129,0.00004260285,0.001435103,0.00726348,0.00002600621,0.00008135971,0.009298336],"study_design_scores_gemma":[0.00002439179,0.0003263734,0.9845842,0.000005890609,0.0002108679,0.0001430614,0.00006137102,0.01281853,0.001567952,0.0001105873,0.0001413715,0.000005473034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992083,0.0001277597,0.0004649411,0.0000248617,0.000001662916,0.000007464054,0.00009459176,0.000006221012,0.00006431647],"genre_scores_gemma":[0.9994065,0.00002007384,0.0003701633,0.00001038085,0.000002706755,0.000005220194,0.0001569448,0.000001923434,0.00002607047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002476761,"threshold_uncertainty_score":0.01309854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1226612006777825,"score_gpt":0.4750102221391231,"score_spread":0.3523490214613406,"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."}}