{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004219492,0.00009519717,0.0002245486,0.0003963312,0.00007311319,0.000009969864,0.0001336154,0.0001028322,0.0000428267],"category_scores_gemma":[0.00001520207,0.00008852773,0.0001108554,0.0003459388,0.00004552212,0.000005693111,0.00005204132,0.0002057329,0.00002582261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001085188,"about_ca_system_score_gemma":0.0002109423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001133881,"about_ca_topic_score_gemma":0.0001609407,"domain_scores_codex":[0.9989606,0.0001083756,0.0005186865,0.0001236615,0.0000580699,0.0002306509],"domain_scores_gemma":[0.9994485,0.0000172797,0.0002625513,0.0001168108,0.00009653746,0.00005835381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002276102,0.0001220786,0.0008195926,0.0000119803,0.00002825239,0.00003795286,0.0001415277,0.0001461509,0.9962784,0.00001215706,0.001068409,0.001105909],"study_design_scores_gemma":[0.004571393,0.0009932449,0.3276162,0.0000828702,0.00001175181,0.0004795555,0.0001489448,0.00001384985,0.5799665,0.00008664198,0.08583792,0.0001911086],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956979,0.0009253369,0.00002999134,0.002503637,0.0004642618,0.0001119281,0.000005555987,0.000006148446,0.0002552332],"genre_scores_gemma":[0.9970462,0.001299097,0.0005756444,0.0001971637,0.0003879314,0.000003844515,0.00004383655,0.00001421797,0.0004320481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4163118,"threshold_uncertainty_score":0.3610056,"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."}}