{"id":"W2807825638","doi":"10.1097/mcg.0000000000001069","title":"Antibiotic and Modulation of Microbiota","year":2018,"lang":"en","type":"article","venue":"Journal of Clinical Gastroenterology","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Gut flora; Dysbiosis; Antibiotics; Medicine; Fecal bacteriotherapy; Disease; Irritable bowel syndrome; Immunology; Computational biology; Bioinformatics; Biology; Microbiology; Clostridium difficile; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006751315,0.00007047351,0.0003147251,0.00004792016,0.00002010285,0.000003662148,0.0001086971,0.0001423352,0.00001196652],"category_scores_gemma":[0.0001663727,0.00005776613,0.0001169672,0.0000238373,0.0003183823,0.000003132229,0.00006189693,0.0001295564,0.00000184484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002637318,"about_ca_system_score_gemma":0.0000475669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002222563,"about_ca_topic_score_gemma":0.00001802499,"domain_scores_codex":[0.9987203,0.0001513004,0.000807376,0.0001281184,0.00004637058,0.0001465018],"domain_scores_gemma":[0.9989346,0.00002108241,0.0006031527,0.0001284254,0.0002238118,0.00008887436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009193892,0.0001064159,0.3748613,0.00001428163,0.00005691572,0.000001757985,0.00001172359,0.000001725517,0.6211205,0.000008138201,0.00146085,0.001437044],"study_design_scores_gemma":[0.001684483,0.008066833,0.9782,0.00002765272,0.00003062055,0.0002932556,0.00001274331,0.00002301577,0.008272364,0.00003260548,0.003318889,0.00003751257],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977028,0.0001003358,0.00120336,0.0004604672,0.0004396195,0.0000413032,0.000004201606,8.707444e-7,0.00004707],"genre_scores_gemma":[0.9953991,0.0002390206,0.002944135,0.0007404764,0.0006356445,5.114233e-8,0.000003229403,0.000006673379,0.00003170842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.612848,"threshold_uncertainty_score":0.2355635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02627170090296288,"score_gpt":0.3633056579285038,"score_spread":0.337033957025541,"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."}}