{"id":"W2073954390","doi":"10.3171/jns.2000.92.3.0406","title":"Prevention of subdural fluid collections following transcortical intraventricular and/or paraventricular procedures by using fibrin adhesive","year":2000,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Hydrocephalus; Fibrin; Surgery; Intraventricular hemorrhage; Subdural space; Cerebrospinal fluid; Lesion; Subdural hemorrhage; Pathology; Hematoma","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000225895,0.0001861037,0.000473061,0.0003067355,0.000212871,0.00007915216,0.0001341423,0.00007701569,0.0001994826],"category_scores_gemma":[0.0006438083,0.0001504394,0.0004406579,0.0009819308,0.00008939995,0.0003700237,0.00001570708,0.000221165,0.00000167525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004292911,"about_ca_system_score_gemma":0.0002049141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008058655,"about_ca_topic_score_gemma":0.000001043375,"domain_scores_codex":[0.9978312,0.0001985516,0.0008754684,0.0002525233,0.0005308427,0.0003114776],"domain_scores_gemma":[0.9990682,0.0002724376,0.0003016252,0.0001079881,0.00006413207,0.0001856063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006563083,0.0003841243,0.001513994,0.00007927493,0.00003489168,0.0008417666,0.00008353319,0.0004646993,0.9932997,0.00001816131,0.001063167,0.001560331],"study_design_scores_gemma":[0.002181248,0.001889168,0.006160292,0.0005683341,0.0004345902,0.01050996,0.00007149982,0.004142216,0.9712933,0.0003358956,0.00195552,0.0004579574],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984577,0.0005789626,0.0002685982,0.0001280941,0.0002920051,0.0002000804,0.000009232534,0.00001387091,0.0000514016],"genre_scores_gemma":[0.9985168,0.0006904872,0.00006785479,0.0001337473,0.0001106238,0.000002470013,6.52711e-7,0.00002194525,0.0004554251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02200643,"threshold_uncertainty_score":0.6134742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659448161635843,"score_gpt":0.2774720306290609,"score_spread":0.2508775490127025,"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."}}