{"id":"W1865592029","doi":"10.1155/2015/672853","title":"Transient Elastography in Canada: Current State and Future Directions","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology and Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; William Osler Health System; University of Toronto; Western University","funders":"","keywords":"Medicine; Transient elastography; Mandate; Test (biology); Health care; Purchasing; Family medicine; Medical physics; Marketing; Liver fibrosis; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007222205,0.0007639424,0.001109835,0.004045767,0.00421613,0.005978609,0.003296555,0.002928813,0.01882505],"category_scores_gemma":[0.01259993,0.0004930653,0.001017215,0.007515023,0.003770664,0.004305424,0.002223838,0.00321906,0.001732235],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07330168,"about_ca_system_score_gemma":0.317138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9733372,"about_ca_topic_score_gemma":0.9703518,"domain_scores_codex":[0.9960768,0.0003869261,0.0003559404,0.0004338312,0.001598674,0.001147896],"domain_scores_gemma":[0.9516099,0.004777211,0.002841409,0.0004410042,0.03048437,0.009846038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005123413,0.0003549324,0.1008061,0.008120556,0.0001422552,0.0005958586,0.001184836,0.00115499,0.000971832,0.01373502,0.2143797,0.6580416],"study_design_scores_gemma":[0.0001939108,0.0004440758,0.2766824,0.0296672,0.0004691416,0.001250945,0.01117959,0.003229555,0.0009597218,0.008827752,0.6667396,0.0003561615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01802156,0.5460873,0.002075449,0.3914464,0.003196737,0.0001705804,0.007370634,0.0004689235,0.03116247],"genre_scores_gemma":[0.2126615,0.7034825,0.01366001,0.05087962,0.002268532,0.0002506654,0.007088282,0.0001692705,0.009539613],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9266983,"threshold_uncertainty_score":0.5318434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01200548509676999,"score_gpt":0.2206099700000018,"score_spread":0.2086044849032318,"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."}}