{"id":"W4200371421","doi":"10.1017/cjn.2021.503","title":"Grading Scale for Embolization of Middle Meningeal Artery for Chronic Subdural Hematoma","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Neurosurgical Procedures and Complications","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Middle meningeal artery; Medicine; Embolization; Grading (engineering); Radiology; Grading scale; Chronic subdural hematoma; Hematoma; Middle cerebral artery; Surgery; Internal medicine; Ischemia; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005714445,0.0005757432,0.0003481383,0.002443981,0.000415413,0.0003608502,0.0006286297,0.0003546547,0.01088468],"category_scores_gemma":[0.00279059,0.00009586005,0.0006716746,0.0008152968,0.0002768642,0.000500767,0.0005035786,0.000559142,0.001292718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005132182,"about_ca_system_score_gemma":0.0004149064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002405672,"about_ca_topic_score_gemma":0.004694467,"domain_scores_codex":[0.9995146,0.00009367584,0.0001159772,0.00004265225,0.0001712766,0.00006189157],"domain_scores_gemma":[0.998988,0.0002042975,0.0003949561,0.00003899554,0.0002426414,0.0001312346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001992421,0.0004508076,0.7096243,0.001796253,0.000893248,0.006463932,0.001002713,0.002664852,0.01792796,0.003185991,0.06941922,0.1845783],"study_design_scores_gemma":[0.0001708339,0.001107166,0.9422854,0.0005975092,0.0003669318,0.02388789,0.0007428492,0.003411003,0.002647597,0.001945443,0.02273157,0.000105903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8663371,0.01601784,0.01576238,0.003821875,0.001255179,0.002511092,0.01543118,0.000458191,0.07840516],"genre_scores_gemma":[0.9728537,0.003918125,0.009411027,0.0003458162,0.0001280771,0.0005082117,0.004478202,0.00002450484,0.008332454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01088468,"threshold_uncertainty_score":0.03641284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05652241278920375,"score_gpt":0.2969457405374895,"score_spread":0.2404233277482858,"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."}}