{"id":"W6904695210","doi":"10.1371/journal.pone.0291997.s009","title":"Evaluating class solutions: diagnostic criteria.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Latent class model; Tuberculosis; Population; Categorization; Primary care; Health care; Emergency department; Primary health care","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":[0.02325659,0.002064859,0.001883258,0.010604,0.002002294,0.005187791,0.004046878,0.002219456,0.02827484],"category_scores_gemma":[0.1530395,0.0006138348,0.002897614,0.007765344,0.001726566,0.003819714,0.004805958,0.003171653,0.004804682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002817841,"about_ca_system_score_gemma":0.007739162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006615486,"about_ca_topic_score_gemma":0.006502017,"domain_scores_codex":[0.9805648,0.008278858,0.003086581,0.002272825,0.004713621,0.001083388],"domain_scores_gemma":[0.9333429,0.04598832,0.005650406,0.002657154,0.0103956,0.001965562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001680379,0.0011156,0.2252146,0.003013552,0.0009211017,0.000726471,0.001919178,0.01118129,0.0005837437,0.06998059,0.1866469,0.4970166],"study_design_scores_gemma":[0.0008860679,0.0007746722,0.07312965,0.003778313,0.0006940677,0.002454666,0.007635364,0.2972816,0.001841791,0.4944014,0.116795,0.0003273632],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.114933,0.008996657,0.7082621,0.01125342,0.001662075,0.02233188,0.06530698,0.004172331,0.06308145],"genre_scores_gemma":[0.3682563,0.001690394,0.5731834,0.001017245,0.0004669294,0.01918388,0.02934014,0.0005991982,0.006262594],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02827484,"threshold_uncertainty_score":0.1229941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3584052121105412,"score_gpt":0.4916204873423784,"score_spread":0.1332152752318372,"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."}}