{"id":"W3038646340","doi":"10.1093/ofid/ofaa264","title":"Assessing Complexity Among Patients With Tuberculosis in California, 1993–2016","year":2020,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Department of Medicine, University of Toronto; Centers for Disease Control and Prevention","keywords":"Medicine; Tuberculosis; Pathogenic organism; Gerontology; Family medicine; Pathology; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001579979,0.0002364941,0.0006156104,0.0001186059,0.0001956729,0.0001709495,0.0002266832,0.00008705158,0.0005986725],"category_scores_gemma":[0.0008724431,0.0001743542,0.0001114545,0.0004507858,0.0002565196,0.0006298054,0.0003436855,0.0003074468,0.000193491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001768889,"about_ca_system_score_gemma":0.0002071461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00469504,"about_ca_topic_score_gemma":0.001259142,"domain_scores_codex":[0.9979552,0.0002310257,0.0003628359,0.0005034527,0.0003021269,0.0006453779],"domain_scores_gemma":[0.9985514,0.000169619,0.0001052929,0.0002908019,0.0001287073,0.0007541513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000379434,0.0006470525,0.9855809,0.00007412421,0.0001138316,0.00004334572,0.00003325529,0.00003350709,0.00001417805,0.00009883573,0.01011046,0.002871034],"study_design_scores_gemma":[0.00358343,0.0006966337,0.991951,0.0001567463,0.0000874691,0.000005158525,0.0001183958,0.0006503139,0.00002211227,0.0003537903,0.00215237,0.0002226019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794392,0.00009339186,0.00008067513,0.006689144,0.00004303046,0.001174939,0.0001667809,0.00009462175,0.01221822],"genre_scores_gemma":[0.9927403,0.00002831985,0.0001071061,0.006482915,0.00005718721,0.0001285266,0.000389478,0.0000388212,0.00002731336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01330114,"threshold_uncertainty_score":0.7109956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03654901772128444,"score_gpt":0.328386533920941,"score_spread":0.2918375161996565,"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."}}