{"id":"W4414710091","doi":"10.1016/j.esmoop.2025.105598","title":"20MO Hallmarks of gut health influence toxicity and survival outcomes after immune-checkpoint inhibitors","year":2025,"lang":"en","type":"article","venue":"ESMO Open","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Toxicity; Disease; Immune system; Population; Clinical trial","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008243353,0.0003752126,0.0005570143,0.000380579,0.0002325043,0.001096667,0.0001869623,0.0004044979,0.005407941],"category_scores_gemma":[0.001467484,0.0001229518,0.000654574,0.0004708323,0.0002585058,0.00056451,0.0007721294,0.0006673965,0.0007332933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005462983,"about_ca_system_score_gemma":0.0004184677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004467855,"about_ca_topic_score_gemma":0.001292719,"domain_scores_codex":[0.9995578,0.0001113224,0.0000386737,0.00006360395,0.0001015049,0.0001269887],"domain_scores_gemma":[0.9989734,0.0001950548,0.0005323986,0.00005189638,0.0001154829,0.0001316939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02088194,0.0008607804,0.5035204,0.001144563,0.002022909,0.0005713782,0.0001671515,0.001738733,0.04061089,0.001548373,0.01008759,0.4168453],"study_design_scores_gemma":[0.0004275713,0.003841477,0.9421474,0.0003262711,0.001144828,0.0009423858,0.0002298068,0.001140457,0.0121493,0.001802578,0.03580562,0.00004230671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9422637,0.03666179,0.001087483,0.002296431,0.0004102623,0.00008431184,0.002695794,0.0001312137,0.01436908],"genre_scores_gemma":[0.9876674,0.004593163,0.000739383,0.001106725,0.0002500766,0.00007852427,0.001976863,0.00002515288,0.003562713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005407941,"threshold_uncertainty_score":0.01809132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01411507446978972,"score_gpt":0.3278406466024053,"score_spread":0.3137255721326156,"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."}}