{"id":"W4394162531","doi":"10.6084/m9.figshare.22610729","title":"Additional file 1 of Minimal-access video-assisted retroperitoneal and/or transperitoneal debridement (VARTD) in the management of infected walled-off pancreatic necrosis with deep extension: initial experience from a prospective single-arm study","year":2023,"lang":"en","type":"dataset","venue":"Figshare","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health; University of Manitoba","funders":"","keywords":"Medicine; Extension (predicate logic); Surgery; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00212814,0.001234753,0.001458078,0.001640071,0.0006956925,0.001928159,0.00223734,0.001745057,0.4958294],"category_scores_gemma":[0.02991498,0.0005851767,0.001385944,0.002848224,0.0003097618,0.00146664,0.001226329,0.001429242,0.08322972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001536107,"about_ca_system_score_gemma":0.002740355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008905565,"about_ca_topic_score_gemma":0.01525172,"domain_scores_codex":[0.998841,0.0002228587,0.0002732243,0.0003393681,0.000185206,0.0001383403],"domain_scores_gemma":[0.9867139,0.008472487,0.0014796,0.001284766,0.001597001,0.0004521994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0007209443,0.00009354323,0.003469549,0.005094931,0.000150239,0.00004061122,0.00003420173,0.0005188076,0.00006717283,0.0007179062,0.9818968,0.007195324],"study_design_scores_gemma":[0.01164202,0.0003721988,0.0357022,0.009641617,0.0006455727,0.0004340677,0.000229595,0.001879514,0.0005138239,0.007121375,0.9317013,0.0001168066],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001213699,0.00003525024,0.00007568269,0.00005686059,0.000008967904,0.00006008552,0.9992108,0.00004654198,0.000384509],"genre_scores_gemma":[0.003286109,0.0001847933,0.001136465,0.000335492,0.0000472261,0.002403192,0.9896852,0.000161462,0.00276012],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4958294,"threshold_uncertainty_score":0.7191382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05105251254574435,"score_gpt":0.312776168916185,"score_spread":0.2617236563704406,"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."}}