{"id":"W4390350671","doi":"10.1016/j.ccell.2023.12.003","title":"Melanoma and microbiota: Current understanding and future directions","year":2023,"lang":"en","type":"review","venue":"Cancer Cell","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"National Institute of Environmental Health Sciences; Horizon 2020; EMD Serono; Direction Générale de l’offre de Soins; Genentech; Institut Gustave-Roussy; Institut Universitaire de France; Centre National de la Recherche Scientifique; Ligue Contre le Cancer; Université Paris-Saclay; Fondation pour la Recherche Médicale; Fondation Leducq; Agence Nationale de la Recherche; Institut National Du Cancer; AstraZeneca; Seres Therapeutics; Institut National de la Santé et de la Recherche Médicale; Pfizer; Incyte; Moderna; Juno Therapeutics; Astellas Pharma; Eisai; E-Rare; BeiGene; Ipsen; Jazz Pharmaceuticals; European Commission; National Institute of Diabetes and Digestive and Kidney Diseases; Sanofi; Exelixis; Daiichi Sankyo Europe; National Cancer Institute; HORIZON EUROPE Framework Programme; Gilead Sciences; Labex Immuno-Oncology; National Institutes of Health; European Research Area Network on Cardiovascular Diseases; Regeneron Pharmaceuticals; Castle Biosciences; Therakos; Melanoma Research Alliance; Seerave Foundation; Association pour la Recherche sur le Cancer; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Gut flora; Immunotherapy; Context (archaeology); Biology; Cancer immunotherapy; Immune system; Melanoma; Cancer; Immunology; Computational biology; Bioinformatics; Cancer research; Genetics","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":[0.0009112812,0.0007665864,0.001261037,0.001512309,0.0003177386,0.001689621,0.0007136412,0.001693146,0.004627726],"category_scores_gemma":[0.001191578,0.0002402126,0.0004593271,0.001536126,0.0006430317,0.002363615,0.001148567,0.002450738,0.001651517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007945294,"about_ca_system_score_gemma":0.001718847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001179821,"about_ca_topic_score_gemma":0.001942278,"domain_scores_codex":[0.999788,0.00005101782,0.00002961783,0.00003957555,0.00006457264,0.00002713593],"domain_scores_gemma":[0.9993076,0.0003659287,0.00007070625,0.00001879325,0.0001520443,0.00008483875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001036924,0.00005872874,0.000244468,0.01265494,0.00006794919,0.0001912625,0.00008710675,0.0002824908,0.001049189,0.008097007,0.03626975,0.9408935],"study_design_scores_gemma":[0.00001246392,0.00007577666,0.0008134322,0.005414141,0.00008684565,0.0008834187,0.0001499104,0.0001092251,0.0002378542,0.005720095,0.9864761,0.0000206893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005225996,0.9981665,0.00008187516,0.0009945893,0.0002891239,0.000001673083,0.000009783099,0.000005617045,0.0003985887],"genre_scores_gemma":[0.0003866162,0.9984919,0.0001094928,0.0003719605,0.0003750795,0.000002874697,0.00001298425,9.66398e-7,0.0002481545],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004627726,"threshold_uncertainty_score":0.01548129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07457797183921909,"score_gpt":0.3563010125318705,"score_spread":0.2817230406926514,"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."}}