{"id":"W3049556466","doi":"10.1097/meg.0000000000001891","title":"A novel value-based scoring system for endoscopic ultrasound-guided drainage of pancreatic fluid collections: a single-centre comparative study of plastic and lumen-apposing metal stents (NOVA study)","year":2020,"lang":"en","type":"article","venue":"European Journal of Gastroenterology & Hepatology","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Medicine; Endoscopic ultrasound; Endoscopy; Stent; Lumen (anatomy); Surgery; Therapeutic endoscopy; Psychological intervention; Radiology","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":[0.01184759,0.0009683675,0.001583826,0.002276688,0.000497382,0.001480449,0.001034429,0.001281386,0.001043328],"category_scores_gemma":[0.0177887,0.0006455096,0.001971365,0.001630883,0.001115549,0.002057497,0.001598773,0.000699029,0.0002918805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007534954,"about_ca_system_score_gemma":0.0006489163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041167,"about_ca_topic_score_gemma":0.001165547,"domain_scores_codex":[0.9923092,0.004933137,0.0007347917,0.0007349911,0.001057886,0.0002299486],"domain_scores_gemma":[0.9867383,0.005426266,0.00435135,0.001015727,0.001480005,0.0009883383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02317608,0.001843757,0.9607151,0.0003002746,0.002055683,0.0001565993,0.0005644427,0.0003068635,0.0008912466,0.0001102753,0.000165996,0.009713663],"study_design_scores_gemma":[0.00527901,0.03345501,0.9542213,0.00009086036,0.001181892,0.001028324,0.0008939845,0.002748351,0.0003052066,0.0001288067,0.0005736838,0.00009369891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987752,0.0004512016,0.0002945636,0.00002089144,0.00001590907,0.0001702256,0.0001074391,0.000001843597,0.0001627087],"genre_scores_gemma":[0.9981357,0.0001748151,0.00093046,0.00004425003,0.00004961627,0.0002169693,0.000386382,0.000003936638,0.00005786723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01184759,"threshold_uncertainty_score":0.06265676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06457449391570154,"score_gpt":0.2815943802569955,"score_spread":0.217019886341294,"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."}}