{"id":"W314485386","doi":"","title":"A Multiagent System for Automate Detection and Diagnosis of Active Tuberculosis on Chest Radiograph and CT Thorax.","year":2010,"lang":"en","type":"article","venue":"Software Engineering and Knowledge Engineering","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Chest radiograph; Thorax (insect anatomy); Tuberculosis; Radiography; Radiology; Computer science; Medicine; Pathology; Anatomy","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":[0.001063537,0.0005973675,0.0006382765,0.0005056578,0.0004717577,0.0007238532,0.001144798,0.0009359773,0.003123746],"category_scores_gemma":[0.002372973,0.0003458257,0.0003341881,0.0001610877,0.0001868223,0.0007051069,0.0009631229,0.0005822182,0.001302865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003210023,"about_ca_system_score_gemma":0.0005337248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00239809,"about_ca_topic_score_gemma":0.002727386,"domain_scores_codex":[0.9996131,0.0001200951,0.00005046552,0.0001006763,0.0000875828,0.00002816066],"domain_scores_gemma":[0.9991161,0.0003738608,0.00008056522,0.00009451766,0.0002087329,0.000126217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003379551,0.001499081,0.01404239,0.0006969842,0.0005493081,0.001906878,0.0006461921,0.07273889,0.1327215,0.003064999,0.02813672,0.7406176],"study_design_scores_gemma":[0.000417473,0.0005816992,0.006918652,0.00006324353,0.0002421645,0.0008184271,0.0001197558,0.9400121,0.03180669,0.003145287,0.0157968,0.00007774193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08880613,0.001028268,0.8644615,0.000536652,0.0003234842,0.0007407889,0.0005277495,0.03925219,0.0043233],"genre_scores_gemma":[0.4900437,0.0002667473,0.5015312,0.0002996789,0.00009931699,0.0006056209,0.0007451655,0.0003629986,0.006045623],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003123746,"threshold_uncertainty_score":0.01045001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006087870165176541,"score_gpt":0.2086678248416895,"score_spread":0.2025799546765129,"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."}}