{"id":"W4401476794","doi":"10.1177/15910199241267320","title":"Creation of a predictive calculator to determine adequacy of occlusion of the woven endobridge (WEB) device in intracranial aneurysms—A retrospective analysis of the WorldWide WEB Consortium database","year":2024,"lang":"en","type":"article","venue":"Interventional Neuroradiology","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Calculator; Occlusion; Retrospective cohort study; Medical physics; Database; Surgery; Computer science; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.0002224454,0.000150147,0.0005692673,0.0004749287,0.00003325287,0.000003444491,0.0002566942,0.00006959531,0.0001455865],"category_scores_gemma":[0.0004400606,0.00009923587,0.0005571915,0.001448197,0.0002843385,0.00005602189,0.0001648748,0.0002179495,0.000001655296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008816172,"about_ca_system_score_gemma":0.0001713289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001895479,"about_ca_topic_score_gemma":0.0004833257,"domain_scores_codex":[0.9980989,0.0002815295,0.0008647161,0.0003252928,0.0002858442,0.0001437256],"domain_scores_gemma":[0.9985312,0.0003741244,0.0003562036,0.0004301885,0.0002649573,0.00004335873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001255422,0.001166327,0.5998257,0.0003133136,0.001104827,0.00008064619,0.0003807013,0.0005226065,0.3872013,0.007554312,0.0001677002,0.0004271503],"study_design_scores_gemma":[0.000738905,0.0008003643,0.9646661,0.0003871938,0.001382948,0.0001971801,0.00002977013,0.01793201,0.01353133,0.0002178856,0.00005136336,0.0000649112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995682,0.0001400431,0.0002635471,0.001557294,0.0002404926,0.0006482957,0.001211012,0.00001270849,0.0002445961],"genre_scores_gemma":[0.9994773,0.00001162586,0.0001097502,0.00009454276,0.00004759665,0.00003814346,0.00008398326,0.00001252485,0.0001245407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.37367,"threshold_uncertainty_score":0.4046721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01896102586080682,"score_gpt":0.2999094053787663,"score_spread":0.2809483795179595,"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."}}