{"id":"W4409323186","doi":"10.3138/jammi-2024-0034","title":"Treatment of drug-resistant tuberculosis with bedaquiline, pretomanid, linezolid with or without moxifloxacin (BPaL/M): Feasibility and implementation challenges in western Canada","year":2025,"lang":"en","type":"article","venue":"Journal of the Association of Medical Microbiology and Infectious Disease Canada","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Bedaquiline; Linezolid; Moxifloxacin; Tuberculosis; Medicine; Pharmacology; Mycobacterium tuberculosis; Antibiotics; Microbiology; Biology; Pathology; Staphylococcus aureus; Vancomycin; Bacteria","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.00111478,0.000398624,0.0004609969,0.0009445394,0.003687189,0.002026723,0.001583946,0.0004215548,0.001625821],"category_scores_gemma":[0.002798819,0.000302141,0.0004174847,0.002570439,0.001201135,0.0005350225,0.00100203,0.0007697032,0.0001553614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05825136,"about_ca_system_score_gemma":0.07645217,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9963233,"about_ca_topic_score_gemma":0.9984635,"domain_scores_codex":[0.9976968,0.0001945932,0.0001300182,0.0002381256,0.0008945073,0.0008459379],"domain_scores_gemma":[0.9960023,0.0002242694,0.0006071568,0.00007061406,0.002104815,0.0009908174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003457674,0.0002663475,0.9343545,0.0003226247,0.00009979414,0.0007530979,0.004061312,0.0006651677,0.001848677,0.0006113721,0.002380742,0.05429058],"study_design_scores_gemma":[0.00005196317,0.0002803306,0.977187,0.0002276002,0.0001229752,0.0004769917,0.01321713,0.001862198,0.0008384356,0.0001472944,0.005543122,0.0000448956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906964,0.001760016,0.0007056685,0.001867338,0.00002566735,0.0002319919,0.0012622,0.00002991793,0.003420741],"genre_scores_gemma":[0.9946254,0.001219854,0.001810667,0.0005704475,0.00001276403,0.00003994805,0.0006180874,0.00001393959,0.001088763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05825136,"threshold_uncertainty_score":0.4226452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01269015596500943,"score_gpt":0.3034947239913766,"score_spread":0.2908045680263672,"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."}}