{"id":"W2060112412","doi":"10.1183/09031936.00027714","title":"Tuberculosis diagnostics: which target product profiles should be prioritised?","year":2014,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"Food and Health Bureau","keywords":"Tuberculosis; Product (mathematics); Computer science; Medicine; Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005739036,0.0008788778,0.001282847,0.0009269927,0.001143596,0.004386745,0.002406911,0.01466205,0.01799714],"category_scores_gemma":[0.04554491,0.0005430668,0.0007176853,0.0008228234,0.001926216,0.004826466,0.0009550683,0.01277078,0.01091232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001743767,"about_ca_system_score_gemma":0.003164207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001327221,"about_ca_topic_score_gemma":0.00216052,"domain_scores_codex":[0.9954078,0.001024323,0.0007256971,0.0006308265,0.001827631,0.0003836422],"domain_scores_gemma":[0.968382,0.01212051,0.002425204,0.0006089382,0.0130076,0.003455837],"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":[0.00005969718,0.0000176934,0.0002603813,0.0004087456,0.00001433484,0.0003063343,0.00003871692,0.0000423172,0.0001341992,0.0008468416,0.9711719,0.02669888],"study_design_scores_gemma":[0.00004018445,0.00005660186,0.000627604,0.0009609322,0.00003837061,0.001409444,0.0001934836,0.0002667607,0.0003564525,0.002357152,0.9936553,0.00003787002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005671477,0.01713685,0.0009689133,0.6928129,0.2836368,0.00002650543,0.0002384061,0.0001641962,0.004448236],"genre_scores_gemma":[0.009103803,0.0255247,0.001696198,0.4785861,0.4694754,0.0000429527,0.0002137947,0.0001812331,0.01517583],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01799714,"threshold_uncertainty_score":0.06020647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07848898492436429,"score_gpt":0.3327249303533018,"score_spread":0.2542359454289375,"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."}}