{"id":"W4414168324","doi":"10.18683/germs.2025.1466","title":"Colistin heteroresistance, mechanisms, diagnostic methods, and therapeutic options: A review","year":2025,"lang":"en","type":"article","venue":"GERMS","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Colistin; Antibiotics; Drug resistance; Antibiotic resistance; Human health","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":[0.001218868,0.0007941679,0.001786791,0.003757091,0.0002722917,0.001530661,0.0007680034,0.001192001,0.001915658],"category_scores_gemma":[0.002636413,0.0003910156,0.0009899348,0.002861084,0.0005902554,0.001906641,0.000584663,0.001335192,0.0004469565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007033864,"about_ca_system_score_gemma":0.002112136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001241128,"about_ca_topic_score_gemma":0.001773892,"domain_scores_codex":[0.9994311,0.000128869,0.0001757736,0.0000770019,0.0001516796,0.00003561701],"domain_scores_gemma":[0.9979493,0.00138823,0.0003439125,0.0000286202,0.000225538,0.00006436875],"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":[0.0001440696,0.0001109675,0.0009390282,0.08545653,0.0003362569,0.0005012006,0.0001614257,0.0003777251,0.001068571,0.002601772,0.01816186,0.8901405],"study_design_scores_gemma":[0.0000499667,0.0003582502,0.004544269,0.05678792,0.001493467,0.007494405,0.0003565882,0.0003074611,0.0007987722,0.0031241,0.9246162,0.00006862439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008255983,0.9994773,0.00003988983,0.0001825746,0.00007174386,0.000002481115,0.000006349401,0.00000166943,0.0001354187],"genre_scores_gemma":[0.0005555791,0.999024,0.0001189244,0.00011575,0.0001197267,0.000003611352,0.0000107027,5.368763e-7,0.00005120473],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003757091,"threshold_uncertainty_score":0.006446064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04060508339750143,"score_gpt":0.431823746527334,"score_spread":0.3912186631298326,"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."}}