{"id":"W2945206773","doi":"10.1080/13696998.2019.1620243","title":"Guidelines-based treatment associated with improved economic outcomes in nontuberculous mycobacterial lung disease","year":2019,"lang":"en","type":"article","venue":"Journal of Medical Economics","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Mount Sinai Hospital","funders":"Insmed","keywords":"Medicine; Internal medicine; Odds ratio; Nontuberculous mycobacteria; Retrospective cohort study; Cohort; Health care; Emergency medicine; Tuberculosis; Mycobacterium","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009926965,0.0002249536,0.0009358237,0.0002419155,0.00002021535,0.0000504611,0.0002178334,0.000176483,0.001772255],"category_scores_gemma":[0.001163478,0.000148609,0.0002916165,0.00005035507,0.00005590737,0.0001576017,0.0000329679,0.000314285,0.00004888686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001497454,"about_ca_system_score_gemma":0.003543865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001448433,"about_ca_topic_score_gemma":0.0003022577,"domain_scores_codex":[0.9979735,0.00007237925,0.001026881,0.0002280262,0.0003144029,0.0003848325],"domain_scores_gemma":[0.9976298,0.0004522344,0.0004268345,0.0002686647,0.0001315768,0.00109094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004200153,0.0008727461,0.9884346,0.00005185976,0.0005200738,0.0004551645,0.00002678497,0.0004174501,0.00006298688,0.00004818833,0.0007468234,0.004163176],"study_design_scores_gemma":[0.0506139,0.004006871,0.8184001,0.0009162648,0.0004299977,0.0001109237,0.00007085787,0.1196008,0.000267501,0.00005893852,0.005069697,0.0004540699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868315,0.0001144992,0.00001600405,0.01172211,0.0006475276,0.0004197502,0.00005378294,0.00001050576,0.0001843482],"genre_scores_gemma":[0.9970465,0.0006388708,0.0001790686,0.001410609,0.0004991538,0.0000156813,0.00004449451,0.00003290011,0.0001327426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1700345,"threshold_uncertainty_score":0.9991403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01999539016700081,"score_gpt":0.3191659077257568,"score_spread":0.299170517558756,"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."}}