{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004473779,0.0009243689,0.0006819142,0.006176641,0.001172889,0.003309013,0.00133143,0.001341613,0.2565013],"category_scores_gemma":[0.02842169,0.0006349434,0.0004315558,0.006076975,0.0004675644,0.00511189,0.002807886,0.001669117,0.1244035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007805701,"about_ca_system_score_gemma":0.002778737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00162894,"about_ca_topic_score_gemma":0.005090582,"domain_scores_codex":[0.9966254,0.0008896745,0.0004146673,0.0002200438,0.001655936,0.000194359],"domain_scores_gemma":[0.9539071,0.02711915,0.003022407,0.00388429,0.008850799,0.003216319],"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":[0.0001050368,0.0003794308,0.001511206,0.000529404,0.000006049046,0.000189332,0.0007355636,0.0001052915,0.001294698,0.0009257172,0.6720061,0.3222122],"study_design_scores_gemma":[0.00003409982,0.0001305263,0.004907852,0.0004168414,0.000009905129,0.000291167,0.0003576616,0.0003201132,0.0005397107,0.0009814746,0.9919789,0.00003173543],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02991778,0.008031612,0.05211053,0.03153129,0.005295228,0.004368503,0.09742816,0.06445875,0.7068582],"genre_scores_gemma":[0.05230494,0.008529847,0.1725783,0.0121431,0.004461748,0.004464025,0.1016437,0.02069007,0.6231843],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2565013,"threshold_uncertainty_score":0.8580822,"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."}}