{"id":"W4250631368","doi":"10.1309/21dkly2r94h192nk","title":"Evolution of an External Quality Assessment Program in Canadian Mycobacteriology Laboratories","year":2004,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tuberculosis; Medicine; Mycobacterium tuberculosis; Mycobacterium tuberculosis complex; Clinical microbiology; Standardization; Typing; Restriction fragment length polymorphism; Medical physics; Microbiology; Biology; Pathology; Polymerase chain reaction; Genetics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003728931,0.0001265451,0.001172763,0.0003337264,0.00002582812,0.000009271133,0.0001979686,0.0001497394,0.00006899053],"category_scores_gemma":[0.003219819,0.0001017447,0.0001902252,0.0004271159,0.0009525528,0.0001407914,0.00002982888,0.0007783682,0.000003457259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003635297,"about_ca_system_score_gemma":0.004650601,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06131108,"about_ca_topic_score_gemma":0.05763964,"domain_scores_codex":[0.9961126,0.001155104,0.001734207,0.0002221307,0.00029387,0.0004821076],"domain_scores_gemma":[0.9967647,0.0004511257,0.0009508251,0.0002811425,0.0006134456,0.0009388055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009134673,0.0009865704,0.931628,0.00001898398,0.00003140881,0.001102366,0.00008067647,0.00001165935,0.002003797,0.0008857719,0.000009095771,0.06232817],"study_design_scores_gemma":[0.002410305,0.01643844,0.9784161,0.00008631968,0.00003083335,0.0003888528,0.0003587893,0.000006038505,0.00008500916,0.0009956346,0.0007013463,0.00008234817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972937,0.00009816324,0.0001867374,0.00155954,0.0003728284,0.0001948237,0.00002314416,0.000008019811,0.0002631175],"genre_scores_gemma":[0.9766421,0.0001983468,0.022303,0.0004563229,0.0003690168,0.00001043122,0.000007020906,0.00001131097,0.000002429276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06224583,"threshold_uncertainty_score":0.959556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05383010726669154,"score_gpt":0.4813125583297114,"score_spread":0.4274824510630199,"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."}}