{"id":"W4313890401","doi":"10.3390/cancers15020418","title":"Multicenter International Study of the Consensus Immunoscore for the Prediction of Relapse and Survival in Early-Stage Colon Cancer","year":2023,"lang":"en","type":"article","venue":"Cancers","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"National Cancer Institute; Ministry of Education, Culture, Sports, Science and Technology; Society for Immunotherapy of Cancer; Neuroendocrine Tumor Research Foundation","keywords":"Medicine; Internal medicine; Stage (stratigraphy); Microsatellite instability; Oncology; Colorectal cancer; Clinical endpoint; Cohort; Proportional hazards model; Cancer; Randomized controlled trial","routes":{"ca_aff":true,"ca_fund":false,"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":[0.009622627,0.0008811266,0.0008475113,0.000779531,0.0004983054,0.001098516,0.0009388792,0.001073693,0.0009253024],"category_scores_gemma":[0.01036329,0.0003414114,0.0008188631,0.001417205,0.0003372007,0.0005018057,0.001270311,0.001154708,0.0003703774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007557811,"about_ca_system_score_gemma":0.0009922741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003745693,"about_ca_topic_score_gemma":0.003273904,"domain_scores_codex":[0.9961601,0.002461229,0.0001743339,0.0005119963,0.0004612476,0.0002310573],"domain_scores_gemma":[0.9896973,0.001896116,0.003045548,0.00148999,0.00200705,0.001863877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006071916,0.0001209485,0.9883729,0.00003767652,0.0007292544,0.00002606767,0.00005840844,0.0002370309,0.0002298831,0.00007321673,0.0008400154,0.003202748],"study_design_scores_gemma":[0.0008147524,0.0007789442,0.9947006,0.00003743455,0.0005297604,0.0001491055,0.00008076251,0.001363015,0.0001621018,0.00008297727,0.001285331,0.00001516302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890476,0.002725271,0.001142677,0.0004337671,0.0001119447,0.0003625757,0.003786403,0.00003665141,0.00235318],"genre_scores_gemma":[0.994589,0.0002716961,0.0008122526,0.0001305563,0.00008644088,0.0003068529,0.003387515,0.00001482295,0.0004008808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009622627,"threshold_uncertainty_score":0.05088997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03738400144067851,"score_gpt":0.3194965974571014,"score_spread":0.2821125960164229,"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."}}