{"id":"W4404599868","doi":"10.1017/cjn.2024.328","title":"Imaging for Management of Chronic Subdural Hematoma: A Review","year":2024,"lang":"en","type":"review","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Neurosurgical Procedures and Complications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Chronic subdural hematoma; Hematoma; Medicine; Action (physics); Medical physics; Computer science; Radiology; Physics","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003093412,0.0005546383,0.002119735,0.001081437,0.001089553,0.0003250181,0.002005972,0.0001826298,0.0000985704],"category_scores_gemma":[0.0006318633,0.0003218711,0.001449872,0.002066329,0.004014027,0.0003209487,0.0001135816,0.001480592,0.000006023254],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003888595,"about_ca_system_score_gemma":0.006575193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007083506,"about_ca_topic_score_gemma":0.001091659,"domain_scores_codex":[0.9948729,0.000417793,0.001979904,0.000743719,0.0007710536,0.001214662],"domain_scores_gemma":[0.9956512,0.0004663527,0.001498656,0.0002631028,0.000498127,0.001622515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008396566,0.0001944041,0.002388616,0.07515385,0.0003986289,0.03032412,0.00006331726,0.00005592837,0.000001559176,0.01233764,0.02231572,0.8566822],"study_design_scores_gemma":[0.0002612627,0.02835459,0.0001702162,0.03192296,0.002680678,0.1378739,0.00002423832,0.0002017429,0.000001236821,0.006138245,0.7919399,0.0004310829],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002638267,0.9904953,0.00002588966,0.003732729,0.0007901721,0.0009473277,0.00004264302,0.00002025305,0.001307435],"genre_scores_gemma":[0.006352792,0.9905782,0.0008797094,0.001689847,0.0003435741,0.00003346625,0.000001739283,0.00003134246,0.00008934515],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8562512,"threshold_uncertainty_score":0.9999233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07407750060434037,"score_gpt":0.3673183796104026,"score_spread":0.2932408790060622,"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."}}