{"id":"W4220904137","doi":"10.1080/24745332.2022.2036503","title":"Chapter 4: Diagnosis of tuberculosis infection","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; Ottawa Hospital; McGill University","funders":"","keywords":"Tuberculosis; Medicine; Virology; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008720998,0.0001176096,0.0005309254,0.0006564473,0.0002042118,0.000004751028,0.00008156848,0.00007320326,0.001931014],"category_scores_gemma":[0.003320326,0.00009363166,0.0001298712,0.0002128654,0.0005711388,0.00007102561,0.00002653107,0.0005910507,0.000001639745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001776167,"about_ca_system_score_gemma":0.0003804976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003345643,"about_ca_topic_score_gemma":0.002007786,"domain_scores_codex":[0.9983926,0.0002247669,0.0005419768,0.0001505106,0.0003630824,0.0003271064],"domain_scores_gemma":[0.9974686,0.0004249697,0.00008540639,0.0001581624,0.0005773699,0.001285498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00024197,0.00004831675,0.8724613,0.000478527,0.0002027046,0.001346629,0.001368936,0.00001499432,0.000706339,0.005277154,0.01106302,0.1067901],"study_design_scores_gemma":[0.003566935,0.02379067,0.3135273,0.0004603261,0.000960741,0.002041096,0.004527732,0.00003757011,0.0008983084,0.0007053923,0.6491859,0.0002980391],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338239,0.04557139,0.00003175884,0.01698858,0.0004477416,0.0001391569,0.00003198627,0.000004912414,0.002960532],"genre_scores_gemma":[0.9929466,0.0003882445,0.00004466344,0.006198082,0.0003844266,0.00001335676,0.000004167712,0.00001405318,0.000006391852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6381229,"threshold_uncertainty_score":0.9989814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04385827531859991,"score_gpt":0.3400015446867513,"score_spread":0.2961432693681514,"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."}}