{"id":"W4391385717","doi":"10.2196/47422","title":"Timely Pulmonary Tuberculosis Diagnosis Based on the Epidemiological Disease Spectrum: Population-Based Prospective Cohort Study in the Republic of Korea","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Korea Disease Control and Prevention Agency","keywords":"Epidemiology; Medicine; Tuberculosis; Disease; Prospective cohort study; Environmental health; Cohort study; Pulmonary tuberculosis; Cohort; Population; Public health; Intensive care medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001130132,0.0004650876,0.0004526508,0.0008164786,0.0005133861,0.000878093,0.0006622072,0.0004949133,0.0009067519],"category_scores_gemma":[0.001907705,0.0007709802,0.0006850567,0.001394189,0.0003157007,0.0008866573,0.0008471358,0.000935253,0.0001907791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005296067,"about_ca_system_score_gemma":0.000800201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148165,"about_ca_topic_score_gemma":0.01682816,"domain_scores_codex":[0.9991911,0.0001540994,0.0001288042,0.0002980053,0.0001011804,0.0001269227],"domain_scores_gemma":[0.9984972,0.0001343198,0.0006598967,0.0002202581,0.0001842018,0.0003040025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004793228,0.00002215828,0.9993149,0.000005268477,0.0000412946,0.00004835592,0.00004858877,0.00002134098,0.0001076846,0.000009953433,0.0000645555,0.0002678997],"study_design_scores_gemma":[0.0000124239,0.00005006354,0.9989272,0.000008097079,0.00004668345,0.0001984492,0.0002922177,0.0002938662,0.00002753331,0.00001630965,0.0001210233,0.000006078183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990803,0.0001109967,0.00008907893,0.00004561693,0.000007592577,0.00001714753,0.0005235951,0.000001993169,0.0001235697],"genre_scores_gemma":[0.9993985,0.00006518781,0.00006637756,0.00003390803,0.00000435505,0.00001339015,0.0003712022,0.000001656014,0.00004544962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01148165,"threshold_uncertainty_score":0.02282965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04724260332417028,"score_gpt":0.3612529950125985,"score_spread":0.3140103916884282,"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."}}