{"id":"W4408277774","doi":"10.3390/antibiotics14030283","title":"Seasonal Change in Microbial Diversity: Bile Microbiota and Antibiotics Resistance in Patients with Bilio-Pancreatic Tumors: A Retrospective Monocentric Study (2010–2020)","year":2025,"lang":"en","type":"article","venue":"Antibiotics","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Alberta; University of Ottawa","funders":"","keywords":"Antibiotic resistance; Antibiotics; Internal medicine; Pancreatic cancer; Piperacillin; Medicine; Microbiology; Gastroenterology; Adverse effect; Bacteria; Biology; Pseudomonas aeruginosa; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002112014,0.0002878706,0.0004044756,0.0002532951,0.0001683215,0.00004517005,0.0002246059,0.0001916595,0.000005059364],"category_scores_gemma":[0.0000495086,0.0002766569,0.00004254482,0.0007694966,0.0001429021,0.00001442352,0.0004916451,0.0002458573,0.00000327479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001316212,"about_ca_system_score_gemma":0.0001488364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004014267,"about_ca_topic_score_gemma":0.004653291,"domain_scores_codex":[0.9982361,0.0001101887,0.0003213968,0.0007111912,0.0001264258,0.0004947284],"domain_scores_gemma":[0.9992644,0.00001700872,0.0001220751,0.0003873069,0.0001290874,0.0000801808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004442794,0.0009749038,0.9838663,0.0001389429,0.00005423062,0.00003165317,0.0004543756,0.00000106535,0.01339966,0.00002186055,0.0005373036,0.00007536791],"study_design_scores_gemma":[0.00364892,0.0005422766,0.9926237,0.0002665467,0.00005062755,0.000002315818,0.0002207278,0.000009366147,0.002227067,0.00001244127,0.0001070847,0.0002888775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976935,0.0006314167,0.000009658745,0.0001602543,0.0001441988,0.001160872,0.0001159556,0.00001204772,0.00007205419],"genre_scores_gemma":[0.9984044,0.0002836444,0.0005257665,0.0003064585,0.00005134992,3.832182e-7,0.0001040729,0.00002412484,0.0002997407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01117259,"threshold_uncertainty_score":0.9999686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006274213941874983,"score_gpt":0.2268105876958523,"score_spread":0.2205363737539773,"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."}}