{"id":"W3025256730","doi":"10.1097/01.gox.0000667152.82744.b8","title":"Abstract 22: How Are We Doing At Treating Arteriovenous Malformations?","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Vascular Malformations and Hemangiomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Stage (stratigraphy); Embolization; Surgery; Arteriovenous malformation; Trunk; Cohort; Demographics; Radiology; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002013925,0.0002822257,0.0007226816,0.00009534574,0.0003430987,0.0002525544,0.000179944,0.000109187,0.001790606],"category_scores_gemma":[0.0004782146,0.0002563903,0.0003072508,0.0004637151,0.0001037372,0.0007190604,0.0002369741,0.0001700101,0.0003470404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002789513,"about_ca_system_score_gemma":0.0002310511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004720233,"about_ca_topic_score_gemma":0.00004774673,"domain_scores_codex":[0.998345,0.00004438282,0.0005140469,0.0003719178,0.0003058341,0.000418863],"domain_scores_gemma":[0.9983836,0.0004173378,0.0004138295,0.0002511609,0.0001681243,0.000365961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001527884,0.0003834419,0.7186086,0.001428232,0.001804516,0.0009400414,0.001786344,0.0002529848,0.0008806248,0.001706891,0.04201141,0.2286691],"study_design_scores_gemma":[0.004353177,0.0003300826,0.9080634,0.002645413,0.0007247067,0.006138189,0.01069886,0.004593047,0.001053385,0.0003376192,0.05959442,0.001467696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553245,0.0003018031,0.001672416,0.004846571,0.0004727637,0.0008588192,0.0003344766,0.0001335309,0.03605512],"genre_scores_gemma":[0.994791,0.00005957247,0.004318463,0.0003944669,0.0001697354,0.00004836295,0.0001238427,0.00002139868,0.00007310565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2272014,"threshold_uncertainty_score":0.9999889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04034245576836274,"score_gpt":0.2665710802267456,"score_spread":0.2262286244583828,"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."}}