{"id":"W7115815207","doi":"","title":"Genetic diversity and molecular epidemiology of Mycobacterium tuberculosis complex clinical isolates in New Brunswick, Canada – A retrospective chart review","year":2025,"lang":"","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Molecular epidemiology; Mycobacterium tuberculosis complex; Mycobacterium tuberculosis; Genetic diversity; Epidemiology; Molecular diagnostics; Tuberculosis; Diversity (politics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001108666,0.000674589,0.0009384579,0.008220105,0.002300117,0.001691508,0.002632082,0.0007175349,0.003299484],"category_scores_gemma":[0.004440404,0.0009393642,0.0008470438,0.02314107,0.0007519528,0.0006077517,0.001064884,0.0006984383,0.0008554518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04481058,"about_ca_system_score_gemma":0.08186207,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9961177,"about_ca_topic_score_gemma":0.9961789,"domain_scores_codex":[0.9972591,0.0001181587,0.0004333106,0.0005167469,0.001042723,0.0006298478],"domain_scores_gemma":[0.9896249,0.0004033722,0.001472399,0.0004491645,0.007057437,0.0009927095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001620008,0.00003110964,0.9788408,0.0003492993,0.0001520033,0.0003148258,0.0005870913,0.0003205014,0.0004878964,0.0001717673,0.01201648,0.006566325],"study_design_scores_gemma":[0.00001402675,0.00001566615,0.9938737,0.0001660075,0.00005657981,0.0001316336,0.0006669078,0.0002042981,0.0001783729,0.00001538595,0.004654848,0.00002266466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6274946,0.006011113,0.0005270402,0.0006404294,0.00008280977,0.0008280957,0.3566281,0.0001136482,0.007674203],"genre_scores_gemma":[0.8782315,0.006455712,0.001381336,0.0006492017,0.0000421351,0.0006163536,0.1066271,0.00007357341,0.005923083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04481058,"threshold_uncertainty_score":0.325125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02955083708332812,"score_gpt":0.2974243998763502,"score_spread":0.2678735627930221,"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."}}