{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002770972,0.0002085262,0.0002511914,0.000314535,0.0001107498,0.0001102233,0.0001234498,0.00006257343,4.352239e-7],"category_scores_gemma":[0.0003129061,0.0002043463,0.00005007447,0.0002212951,0.00001916174,0.0003080173,0.00008736039,0.0001675532,5.101144e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002271113,"about_ca_system_score_gemma":0.00001197975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004046226,"about_ca_topic_score_gemma":0.000001092109,"domain_scores_codex":[0.9991872,0.00000633492,0.0002692115,0.0002379085,0.00008662498,0.0002126829],"domain_scores_gemma":[0.9991505,0.0004003794,0.00008405057,0.0001751354,0.00007504274,0.0001148659],"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":[0.00001902959,0.0001643896,0.002561833,0.02251702,0.0003496561,0.0000052127,0.01760479,0.02270686,0.01630675,0.01516981,0.00003569037,0.902559],"study_design_scores_gemma":[0.0003287444,0.00005915743,0.004192433,0.0004602598,0.00002088733,0.00004497134,0.0000542077,0.9640288,0.02992167,0.00001510116,0.0006308535,0.0002429529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4199492,0.0003420394,0.578717,0.000005332698,0.0004139285,0.0001619753,0.000003779785,0.0003922736,0.00001448998],"genre_scores_gemma":[0.9063506,0.0000399748,0.09344698,0.000002266464,0.00006169916,0.0000725983,9.62722e-7,0.00002041024,0.000004466035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9413219,"threshold_uncertainty_score":0.8333001,"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."}}