{"id":"W2045364545","doi":"10.3171/2009.9.jns09277","title":"Cerebrospinal fluid shunt insertion: techniques of peritoneal catheter placement separate from abdominal fascial and peritoneal incisions","year":2009,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Abdominal wall; Shunt (medical); Catheter; Surgery; Peritoneal cavity; Cerebrospinal fluid; Abdominal cavity; Hydrocephalus; Internal medicine","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":[0.001224494,0.001332146,0.0007222376,0.001843952,0.0009121994,0.001217873,0.0008602488,0.001517251,0.001833878],"category_scores_gemma":[0.002875856,0.0006882915,0.001553458,0.0008969124,0.001507112,0.002789527,0.002427062,0.002411541,0.00107789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002903042,"about_ca_system_score_gemma":0.001136101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002062153,"about_ca_topic_score_gemma":0.0005505704,"domain_scores_codex":[0.9990344,0.0001935131,0.0002360756,0.0001880553,0.0001884035,0.0001596408],"domain_scores_gemma":[0.9986166,0.0003480395,0.0004804099,0.000257599,0.00008137149,0.0002159312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.001715613,0.0009169782,0.01451203,0.002871992,0.0003112459,0.0167467,0.001582791,0.001356131,0.2149689,0.005161135,0.004007509,0.735849],"study_design_scores_gemma":[0.001527551,0.009276147,0.1160922,0.001452309,0.0006927717,0.5949501,0.0009388821,0.00456428,0.103553,0.01078441,0.1554434,0.0007249645],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.482649,0.03201049,0.4511826,0.003960384,0.002101473,0.0009492796,0.000250492,0.001872228,0.02502401],"genre_scores_gemma":[0.560886,0.01017208,0.4213868,0.001154304,0.001774196,0.0004085473,0.0001693708,0.0002532891,0.003795442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001843952,"threshold_uncertainty_score":0.006475806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02423053663862777,"score_gpt":0.2795039304021116,"score_spread":0.2552733937634838,"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."}}