{"id":"W4395020789","doi":"10.1161/strokeaha.124.046725","title":"Most Promising Approaches to Improve Brain AVM Management: ARISE I Consensus Recommendations","year":2024,"lang":"en","type":"article","venue":"Stroke","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"National Institutes of Health; Tampereen Yliopisto; Stryker; American Heart Association","keywords":"Medicine; Radiosurgery; Intracerebral hemorrhage; Microsurgery; Arteriovenous malformation; Stroke (engine); Medical physics; Intensive care medicine; Surgery; Subarachnoid hemorrhage","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":[0.03313145,0.001999287,0.003226839,0.005951058,0.002949573,0.007660754,0.007852047,0.01837346,0.01903854],"category_scores_gemma":[0.07952,0.0009477725,0.006861081,0.002958833,0.002299997,0.007556765,0.006812224,0.01993286,0.01062259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006163559,"about_ca_system_score_gemma":0.03437497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007624027,"about_ca_topic_score_gemma":0.01272619,"domain_scores_codex":[0.9836525,0.006552899,0.004080744,0.001398242,0.002804838,0.00151071],"domain_scores_gemma":[0.9267262,0.02354979,0.004905235,0.002028787,0.03356102,0.009228931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001698406,0.0003212513,0.001003861,0.01028251,0.0003162788,0.0003952662,0.000389117,0.0008123083,0.0003077329,0.01120173,0.6402232,0.3345769],"study_design_scores_gemma":[0.0002712337,0.0001341619,0.001368218,0.07237663,0.0006934284,0.0004385155,0.00106037,0.0005473353,0.0002801838,0.03107076,0.891649,0.0001102347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0004676093,0.1444327,0.007330103,0.7927195,0.03829841,0.0009655402,0.001080302,0.0003724703,0.01433333],"genre_scores_gemma":[0.01325317,0.3288682,0.08951225,0.5030126,0.04021015,0.004314632,0.004517609,0.0002974115,0.0160139],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03313145,"threshold_uncertainty_score":0.1752179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06066057205512448,"score_gpt":0.2879579631341832,"score_spread":0.2272973910790587,"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."}}