{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004962641,0.0003289162,0.0004886711,0.00102192,0.0005295675,0.0005603771,0.0002515753,0.0004810769,0.001411929],"category_scores_gemma":[0.0007917658,0.0004920955,0.0005570474,0.001284436,0.0003458143,0.0004461964,0.0005998531,0.0002296146,0.0002965152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004428443,"about_ca_system_score_gemma":0.0004000533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006979288,"about_ca_topic_score_gemma":0.007692185,"domain_scores_codex":[0.9995996,0.00007300014,0.00005240886,0.0001349069,0.00004790046,0.00009214214],"domain_scores_gemma":[0.9992995,0.00006626417,0.0003263475,0.000078427,0.00008326756,0.0001461167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001520784,0.00002619674,0.9987721,0.00001526606,0.00002988656,0.0001019424,0.00007668168,0.00001069516,0.0001848417,0.00000362461,0.00005380668,0.0005728845],"study_design_scores_gemma":[0.000005769143,0.0001545201,0.9990119,0.000005078246,0.00002445393,0.0003711568,0.000219256,0.00003211228,0.00002696998,0.000004054267,0.000142195,0.000002621271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992127,0.0002884649,0.00003739928,0.00001211031,0.000003230235,0.00001061347,0.0002613451,0.000001504596,0.0001726206],"genre_scores_gemma":[0.9992318,0.0002000405,0.00005438077,0.00002533593,0.00001261233,0.00001436784,0.0003710746,0.000002050562,0.00008824986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006979288,"threshold_uncertainty_score":0.01387733,"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."}}