{"id":"W4380224516","doi":"10.14740/wjon1587","title":"Fluctuations in Gut Microbiome Composition During Immune Checkpoint Inhibitor Therapy","year":2023,"lang":"en","type":"article","venue":"World Journal of Oncology","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; U.S. Department of Defense","keywords":"Medicine; Microbiome; Prevotella; Gut flora; Internal medicine; Immunology; Oncology; Bioinformatics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001827733,0.0001889922,0.0004343754,0.0003173874,0.000286604,0.0003609281,0.00009321248,0.0002263687,0.0009178673],"category_scores_gemma":[0.0004513229,0.0001076916,0.000185597,0.0002552806,0.000180724,0.0001859513,0.0003501729,0.0002935382,0.0001543915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001995483,"about_ca_system_score_gemma":0.0001322327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007598943,"about_ca_topic_score_gemma":0.001064263,"domain_scores_codex":[0.9998046,0.00005281079,0.00001061852,0.00004958849,0.00003743503,0.00004504855],"domain_scores_gemma":[0.9998097,0.00002761846,0.00007092429,0.00001017033,0.0000344854,0.00004713712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00451105,0.000242788,0.6197889,0.0001667308,0.0001922138,0.00040049,0.0008601444,0.0005788965,0.3410501,0.00004779883,0.0005221313,0.0316387],"study_design_scores_gemma":[0.00001304263,0.001078149,0.9852917,0.00001626396,0.00006377124,0.000451581,0.0005761755,0.000589531,0.01081815,0.00005539016,0.001034071,0.00001217069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998803,0.0003787625,0.0002143111,0.00002569194,0.000007319711,0.0000131544,0.0002652792,0.000005878267,0.0002865943],"genre_scores_gemma":[0.9987282,0.0001466896,0.0002938041,0.0000503822,0.000006676184,0.00001976736,0.0004658093,0.000004026064,0.0002847071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009178673,"threshold_uncertainty_score":0.003070593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01461947884759303,"score_gpt":0.306153016201655,"score_spread":0.291533537354062,"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."}}