{"id":"W2916222812","doi":"10.1016/s2213-2600(19)30038-4","title":"Spotting the old foe—revisiting the case definition for TB","year":2019,"lang":"en","type":"article","venue":"The Lancet Respiratory Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Medical Research Council; Bill and Melinda Gates Foundation","keywords":"Spotting; Disease; Tuberculosis; Medicine; Intensive care medicine; Psychology; Pathology; Computer science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.008154069,0.0001894272,0.0005927919,0.00005828655,0.0004822404,0.00001647673,0.0003523684,0.00009147855,0.0002619242],"category_scores_gemma":[0.004936027,0.00006966718,0.0001290512,0.0002584963,0.0003786125,0.00005130951,0.00009069575,0.0007211791,0.0001385879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006267068,"about_ca_system_score_gemma":0.00007366963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001930978,"about_ca_topic_score_gemma":0.00004257943,"domain_scores_codex":[0.997641,0.0006416757,0.0004587269,0.0002944645,0.0003028573,0.000661281],"domain_scores_gemma":[0.9939252,0.004576171,0.0001879355,0.001028019,0.0001620032,0.0001207321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003701685,0.00008893735,0.1014087,0.001798783,0.0009455741,0.001419556,0.004672618,0.00009789397,0.03396706,0.1318081,0.5186995,0.2013917],"study_design_scores_gemma":[0.007172424,0.001481216,0.04038414,0.0008384152,0.0004327756,0.003301524,0.004941803,0.002706567,0.0005032023,0.003720654,0.9342459,0.0002714107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7286319,0.004286801,0.0001385255,0.2506411,0.0003152176,0.001592134,0.00001250718,0.00007763069,0.01430417],"genre_scores_gemma":[0.9208258,0.0002061907,0.0001117851,0.06797179,0.01022579,0.0001720949,0.00001635578,0.00003360453,0.0004365423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4155464,"threshold_uncertainty_score":0.5909242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1620129788792409,"score_gpt":0.3947474725658357,"score_spread":0.2327344936865948,"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."}}