{"id":"W2050154705","doi":"10.3171/ped.2007.106.5.350","title":"Ascites and abdominal pseudocysts following ventriculoperitoneal shunt surgery: variations of the same theme","year":2007,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Children's & Women's Health Centre of British Columbia","funders":"","keywords":"Ascites; Medicine; Hydrocephalus; Chylous ascites; Shunt (medical); Surgery","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":[0.001690567,0.0001993955,0.0004871942,0.0005591852,0.000257829,0.00008845735,0.0003318056,0.0000856552,0.00001724239],"category_scores_gemma":[0.004016986,0.0001403072,0.0005609273,0.001561458,0.0001049633,0.0003680726,0.0001321139,0.0004064525,0.000002447168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004866646,"about_ca_system_score_gemma":0.0002360403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008731301,"about_ca_topic_score_gemma":0.000001764742,"domain_scores_codex":[0.9971616,0.0001762988,0.001101197,0.0002356585,0.0009255303,0.0003997245],"domain_scores_gemma":[0.995142,0.003347775,0.0009450102,0.0002242346,0.0001424418,0.0001984694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003239031,0.0004993342,0.6657352,0.0001218395,0.00002667573,0.0009635707,0.0004286865,0.0001198931,0.3227162,0.0004674244,0.00477912,0.003818105],"study_design_scores_gemma":[0.001107547,0.0003484825,0.9026842,0.0001266203,0.0004390059,0.004213036,0.0001289195,0.0004399644,0.08531389,0.0009343472,0.003662811,0.0006011571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952577,0.000548623,0.0002618124,0.0005810406,0.003115719,0.000106283,0.00001241137,0.00001289955,0.0001035477],"genre_scores_gemma":[0.9979249,0.0006086931,0.0001093356,0.0004801764,0.0007968546,7.445722e-7,2.315889e-7,0.0000239623,0.00005510096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2374023,"threshold_uncertainty_score":0.5721561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02313353353773629,"score_gpt":0.2594848803604969,"score_spread":0.2363513468227607,"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."}}