{"id":"W2977889043","doi":"10.14309/00000434-201610001-02415","title":"Endoscopic Ultrasound in Nova Scotia: A Quality Assurance Study","year":2016,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Endoscopic ultrasound; Referral; Nova scotia; Radiology; Fine-needle aspiration; Lymph node; Pancreatitis; Pancreatic cyst; Pancreatic cancer; Biopsy; Cyst; General surgery; Surgery; Cancer; Internal medicine","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":[0.003799183,0.0003442775,0.0004513731,0.002119912,0.001533421,0.001394068,0.0007806906,0.0005170124,0.001126001],"category_scores_gemma":[0.01539081,0.0005208091,0.0003983467,0.003899367,0.001450835,0.0003843461,0.001384168,0.0004212116,0.0002402387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009408994,"about_ca_system_score_gemma":0.009407322,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5488473,"about_ca_topic_score_gemma":0.5439209,"domain_scores_codex":[0.9949098,0.001435029,0.000703299,0.0005842648,0.001574944,0.0007926346],"domain_scores_gemma":[0.9676952,0.006342723,0.01440623,0.001758451,0.007451744,0.00234557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007041648,0.00003219038,0.9979494,0.00004838024,0.00002265319,0.0001550213,0.0005858783,0.0000230982,0.0001077247,0.00001649122,0.0001116358,0.00087706],"study_design_scores_gemma":[0.000007346748,0.00008464684,0.999084,0.00002164442,0.000008579083,0.00009964119,0.0004504304,0.00004028803,0.00001816722,0.000002938154,0.0001796325,0.00000272157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976892,0.0003151239,0.0001056789,0.0001170954,0.0000108579,0.000123007,0.0006262411,0.000003183368,0.001009627],"genre_scores_gemma":[0.9986256,0.0002394806,0.0001758264,0.0001108445,0.00001064789,0.00008849339,0.0005143881,0.000003279489,0.0002313711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4511527,"threshold_uncertainty_score":0.9076192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03393744000853982,"score_gpt":0.3741017003415024,"score_spread":0.3401642603329626,"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."}}