{"id":"W4404158575","doi":"10.1162/2e3983f5.6bd4d05a","title":"Review 1: \"Diagnostic Accuracy of Chest X-Ray Computer Aided Detection Software and Blood Biomarkers for Detection of Prevalent and Incident Tuberculosis in Household Contacts Followed up for 5 Years\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Tuberculosis; Medicine; Software; Radiology; Pathology; Computer science; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01434262,0.001234138,0.003747225,0.006344872,0.0005460253,0.002912393,0.002838783,0.00318079,0.005225658],"category_scores_gemma":[0.1379722,0.0009143837,0.002507248,0.004191129,0.001452537,0.00218669,0.001707847,0.001807597,0.002702203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002678434,"about_ca_system_score_gemma":0.01042191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021666,"about_ca_topic_score_gemma":0.01676811,"domain_scores_codex":[0.9866397,0.00461119,0.00287461,0.001165779,0.004462882,0.0002458109],"domain_scores_gemma":[0.8625097,0.07093922,0.009539024,0.001894001,0.05425943,0.000858655],"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":[0.0003495245,0.00004102163,0.00281573,0.1617161,0.002293899,0.00008014018,0.0002087815,0.0001840937,0.000642654,0.001701852,0.448577,0.3813892],"study_design_scores_gemma":[0.0004039994,0.0004095607,0.02140197,0.2606948,0.009031103,0.0008809968,0.0003493345,0.0004123215,0.0009351463,0.001691985,0.703638,0.0001507866],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0007602781,0.9559618,0.0008354518,0.01810575,0.01907736,0.0003999152,0.002318465,0.00006473686,0.002476246],"genre_scores_gemma":[0.009562194,0.9612451,0.001856401,0.0130707,0.009090636,0.0002999326,0.002349362,0.00006248697,0.002463209],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01434262,"threshold_uncertainty_score":0.07585192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0301159440673925,"score_gpt":0.3080677168446976,"score_spread":0.2779517727773051,"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."}}