{"id":"W4313042633","doi":"10.4236/ojrad.2022.124021","title":"Tuberculosis: A Head to Toe Radiological Review","year":2022,"lang":"en","type":"article","venue":"Open Journal of Radiology","topic":"Infectious Diseases and Tuberculosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; Université de Montréal; Université de Sherbrooke; McGill University Health Centre","funders":"","keywords":"Medicine; Tuberculosis; Radiological weapon; Radiological imaging; Magnetic resonance imaging; Radiology; Radiography; Modalities; Disease; Conventional radiography; 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":[0.001126593,0.0001348042,0.0008633511,0.000128338,0.0001753155,0.00001556277,0.0004266663,0.00004410511,0.005106067],"category_scores_gemma":[0.0003141282,0.00009894066,0.0003196531,0.0003101079,0.00004192249,0.00007232877,0.000296097,0.0004640305,0.00004482132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002140862,"about_ca_system_score_gemma":0.0002298055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003101435,"about_ca_topic_score_gemma":0.000002190724,"domain_scores_codex":[0.9983003,0.0004525188,0.0005626937,0.0001961079,0.0002179922,0.0002703793],"domain_scores_gemma":[0.9989453,0.00009228732,0.0002221714,0.000251966,0.0001497395,0.000338513],"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":[0.002696732,0.001237911,0.04374842,0.0004055404,0.001186326,0.003204568,0.0002887305,0.0002883897,0.002545519,0.001730664,0.9153433,0.02732393],"study_design_scores_gemma":[0.004154649,0.01632326,0.04816022,0.0008946137,0.001175646,0.1498647,0.0002678869,0.00001755637,0.00006031831,0.0006046504,0.7781126,0.0003638353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996487,0.04112168,0.00009932544,0.04660342,0.0008757997,0.001179209,0.00002372781,0.00001718631,0.01043098],"genre_scores_gemma":[0.9348957,0.007657785,0.001057012,0.05534692,0.000469019,0.0001063866,0.00001418899,0.00002496951,0.000428008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1466601,"threshold_uncertainty_score":0.9958034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03099402698585042,"score_gpt":0.3523406082575413,"score_spread":0.3213465812716909,"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."}}