{"id":"W4386438343","doi":"10.1017/cjn.2023.249","title":"Grading Embolization of Middle Meningeal Artery for Chronic Subdural Hematoma","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Neurosurgical Procedures and Complications","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Cambridge","keywords":"Grading (engineering); Medicine; Kappa; Embolization; Radiology; Inter-rater reliability; Hematoma; Grading scale; Chronic subdural hematoma; Surgery; Rating scale; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002022752,0.000212065,0.0004968631,0.0009645759,0.001551059,0.0002194401,0.0008503141,0.0001216006,0.00006475595],"category_scores_gemma":[0.001278134,0.0001463517,0.0002997543,0.001789912,0.002866147,0.000421078,0.00003766679,0.0005026611,0.00000251641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001443389,"about_ca_system_score_gemma":0.002526403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000167855,"about_ca_topic_score_gemma":0.005933661,"domain_scores_codex":[0.996986,0.000216903,0.0008968388,0.0003774628,0.0005586136,0.0009641806],"domain_scores_gemma":[0.9971241,0.0005415964,0.0006703195,0.0001218343,0.000503513,0.001038651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003950961,0.0001156365,0.9512095,0.0001735309,0.00005333108,0.004521308,0.0005788698,0.01078952,0.003362007,0.02110076,0.003565715,0.004134673],"study_design_scores_gemma":[0.002164131,0.1756008,0.5414429,0.0003915374,0.0002562398,0.09762327,0.0005961495,0.03244694,0.002730427,0.1385226,0.0074264,0.0007986033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922857,0.0006467407,0.0001643915,0.005441795,0.0004678069,0.0002428786,0.00001277625,0.0000280435,0.0007099104],"genre_scores_gemma":[0.9977898,0.0001926638,0.0007378206,0.0008925063,0.0003180968,0.000006619997,0.000001174286,0.0000119465,0.00004937881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4097667,"threshold_uncertainty_score":0.9998475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07077640376661955,"score_gpt":0.3046668981012211,"score_spread":0.2338904943346016,"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."}}