{"id":"W3120863491","doi":"10.1016/j.tube.2020.102049","title":"A new resource on artificial intelligence powered computer automated detection software products for tuberculosis programmes and implementers","year":2021,"lang":"en","type":"article","venue":"Tuberculosis","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Government of Canada; Rijksdienst voor Ondernemend Nederland","keywords":"Computer science; Certification; CAD; Software deployment; Risk analysis (engineering); Software engineering; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0003018386,0.0003417698,0.0004743576,0.0002382761,0.0002156846,0.0001559752,0.00009865253,0.0001529213,0.0000662815],"category_scores_gemma":[0.00078265,0.0003350356,0.0001822484,0.0007179854,0.00006597921,0.0001001442,0.0001165707,0.0002105646,0.00002645644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002713412,"about_ca_system_score_gemma":0.0002273073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002616349,"about_ca_topic_score_gemma":0.0001426979,"domain_scores_codex":[0.9975452,0.00009746263,0.0005132268,0.000936777,0.0003758991,0.0005313723],"domain_scores_gemma":[0.9983151,0.0004343361,0.0001127726,0.0005567644,0.0003241815,0.0002568585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006310169,0.0006899962,0.001454697,0.0008423435,0.000483508,0.00005963952,0.001218946,0.0001123977,0.01459128,0.00008291547,0.03838457,0.9414487],"study_design_scores_gemma":[0.002297521,0.003749906,0.01571499,0.001609869,0.001578007,0.0003597867,0.0006469922,0.02574141,0.8110298,0.000675676,0.1353366,0.001259504],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7696537,0.0009854493,0.04825231,0.1718361,0.001033274,0.00492272,0.0001208276,0.003153561,0.0000420223],"genre_scores_gemma":[0.8985743,0.0001372062,0.07792036,0.02102181,0.001172974,0.0004486322,0.0003659746,0.0001863046,0.0001724499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9401892,"threshold_uncertainty_score":0.9999102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0334110225525126,"score_gpt":0.3231663742887683,"score_spread":0.2897553517362557,"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."}}