{"id":"W4379285657","doi":"10.1200/jco.2023.41.16_suppl.103","title":"Friendly-user score assessing gut dysbiosis and resistance to immune checkpoint inhibitors (ICI).","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Akkermansia muciniphila; Medicine; Internal medicine; Dysbiosis; Oncology; Gut flora; Cancer; Gastroenterology; Immunology; Disease","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":[0.001381992,0.0006273423,0.0005905869,0.001762718,0.0002140889,0.0008047252,0.0004402355,0.0004155565,0.02831379],"category_scores_gemma":[0.006086862,0.0001048669,0.0007573302,0.001062502,0.0002187758,0.0005692469,0.001068895,0.0003616754,0.004459738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897186,"about_ca_system_score_gemma":0.0003343713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001040842,"about_ca_topic_score_gemma":0.002175056,"domain_scores_codex":[0.999206,0.0002169109,0.00009981001,0.0001306672,0.0002428199,0.0001036953],"domain_scores_gemma":[0.9975191,0.0008670476,0.0006559462,0.0001286284,0.0004407367,0.0003885943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003986888,0.000227677,0.8467724,0.0004077944,0.0003565133,0.0001470917,0.0001055188,0.0008336789,0.001699905,0.0002236823,0.02730945,0.1179295],"study_design_scores_gemma":[0.0002442076,0.001308723,0.9664952,0.00008612777,0.0003201698,0.0009363737,0.0002198221,0.00777982,0.00162102,0.0006617556,0.02027512,0.00005166855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8895707,0.001148427,0.008872063,0.0007872531,0.0002195944,0.001064927,0.07161045,0.003042383,0.02368424],"genre_scores_gemma":[0.9627693,0.0002729598,0.00995848,0.0002375985,0.00008796797,0.0006134554,0.019987,0.0001731496,0.005900128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02831379,"threshold_uncertainty_score":0.09471905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07187441173212379,"score_gpt":0.439352758827433,"score_spread":0.3674783470953092,"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."}}