{"id":"W2979714347","doi":"10.1007/978-1-4939-9828-9_7","title":"Models for Tuberculosis","year":2019,"lang":"en","type":"book-chapter","venue":"Texts in applied mathematics","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Tuberculosis; Disease; Endemic disease; Endemic diseases; Medicine; Virology; Pathology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006705532,0.0004489607,0.001482922,0.0003574798,0.00003371083,0.00001285981,0.0002302077,0.0007949028,0.0005082142],"category_scores_gemma":[0.0001357783,0.0003808031,0.0002982286,0.00003962441,0.0001132084,0.0000239765,0.0001288479,0.0006847723,0.0008563734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002242478,"about_ca_system_score_gemma":0.0001987702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003653565,"about_ca_topic_score_gemma":0.00001246865,"domain_scores_codex":[0.9977081,0.000005990565,0.0008074263,0.0005279634,0.0003756913,0.0005748025],"domain_scores_gemma":[0.9978341,0.00081014,0.0002103223,0.000878369,0.00008000443,0.0001870633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000122206,0.0001330431,0.000002396421,0.00272023,0.000226222,0.000009881005,0.000168663,0.0001150286,0.0001560235,0.9647963,0.02300347,0.008546547],"study_design_scores_gemma":[0.001692862,0.0002006954,0.000005318591,0.0008015051,0.0002619041,0.00004084676,0.00003240234,0.01833959,0.00009219704,0.8864849,0.09156466,0.0004831385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007883844,0.0005278379,0.005103824,0.0007117942,0.00008309076,0.003142233,0.00007928027,0.00008797278,0.9901851],"genre_scores_gemma":[0.00579711,0.002323191,0.1589935,0.002596813,0.0006103338,0.0006750769,0.0005212541,0.0005291831,0.8279535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1622316,"threshold_uncertainty_score":0.9999216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05993410966166363,"score_gpt":0.3259243410572579,"score_spread":0.2659902313955943,"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."}}