{"id":"W1983396415","doi":"10.1227/neu.0000000000000744","title":"Validation of a System to Predict Recanalization After Endovascular Treatment of Intracranial Aneurysms","year":2015,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Foothills Medical Centre","funders":"","keywords":"Medicine; Neurovascular bundle; Cohort; Aneurysm; Radiology; Cohort study; Thrombosis; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001102172,0.0001511054,0.0003944422,0.0002015094,0.00002356638,0.000008401515,0.00004544994,0.00005946001,0.00002155301],"category_scores_gemma":[0.00006371151,0.000125574,0.0001696282,0.0003700836,0.00003280372,0.00005539475,0.00001210454,0.00003146294,0.00002208032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001078401,"about_ca_system_score_gemma":0.0001172657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009554793,"about_ca_topic_score_gemma":0.000003199435,"domain_scores_codex":[0.9987065,0.00008443573,0.0004633258,0.0002426666,0.0003472711,0.000155826],"domain_scores_gemma":[0.9989761,0.00005800222,0.0001434987,0.0003753885,0.0002722086,0.000174797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01060794,0.007314808,0.7545456,0.001482035,0.0007484795,0.001937234,0.003732102,0.002729328,0.1859136,0.002169386,0.001739984,0.02707947],"study_design_scores_gemma":[0.01373658,0.01630973,0.4402128,0.001025129,0.003708262,0.003852606,0.000565752,0.00864785,0.4979658,0.0001695489,0.01276601,0.001039987],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971484,0.00008386795,0.0006647304,0.0002193933,0.000335668,0.000668701,0.00004319815,0.00006663754,0.0007694024],"genre_scores_gemma":[0.9989824,0.00001796451,0.0003528814,0.00006262597,0.0001693518,0.0001390205,0.00009007873,0.00002308666,0.0001626025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3143328,"threshold_uncertainty_score":0.512076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0253019477780417,"score_gpt":0.2506603401708468,"score_spread":0.2253583923928051,"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."}}