{"id":"W4225262697","doi":"10.3171/case21730","title":"Minimally invasive surgery for spinal cerebrospinal fluid–venous fistula ligation: patient series","year":2022,"lang":"en","type":"article","venue":"Journal of Neurosurgery Case Lessons","topic":"Neurosurgical Procedures and Complications","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Surgery; Ligation; Subarachnoid space; Cerebrospinal fluid; Venous plexus; Fistula; Retractor; Percutaneous; Cerebrospinal fluid leak; Magnetic resonance imaging; Radiology","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":[0.0002201651,0.001347603,0.0008189579,0.001219756,0.001722789,0.0008894395,0.0007078039,0.001786611,0.003107101],"category_scores_gemma":[0.001899064,0.0005062381,0.0007816185,0.0009425477,0.001313796,0.001001776,0.00102138,0.001435482,0.0008432089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005408332,"about_ca_system_score_gemma":0.0008387232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005535125,"about_ca_topic_score_gemma":0.000876261,"domain_scores_codex":[0.9995024,0.00005301759,0.00007834729,0.0001030136,0.0001096385,0.000153553],"domain_scores_gemma":[0.9987651,0.0002493573,0.0003355987,0.0001396114,0.00008227353,0.0004280432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0001421117,0.0004134586,0.1462521,0.0001035501,0.00006982186,0.8394557,0.0006533993,0.0002825515,0.001679556,0.0003409687,0.001191704,0.009415193],"study_design_scores_gemma":[0.00002165437,0.0002555316,0.03074219,0.00002268485,0.00002467775,0.9670174,0.0002881006,0.0002257718,0.000424255,0.0002181195,0.0007338646,0.00002573564],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903392,0.002417789,0.002415775,0.0006278933,0.0001412085,0.00009317545,0.0001517148,0.00008824384,0.003724986],"genre_scores_gemma":[0.9976559,0.0007788691,0.0005413782,0.0002452989,0.0001848601,0.00003081687,0.0001231317,0.00001520859,0.0004246062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003107101,"threshold_uncertainty_score":0.01039428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05319168458791577,"score_gpt":0.3013946319730185,"score_spread":0.2482029473851027,"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."}}