{"id":"W2767859460","doi":"10.1093/neuonc/nox168.1100","title":"SCDT-17. DECREASED OPERATIVE COMPLICATIONS WITH IMAGE-GUIDED OMMAYA RESERVOIR INSERTION: SYSTEMATIC REVIEW AND META-ANALYSIS","year":2017,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Cancer Care Ontario; Western University","funders":"","keywords":"Medicine; Ommaya reservoir; Meta-analysis; Surgery; Catheter; MEDLINE; Systematic review; Internal medicine; Chemotherapy","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":[0.00580418,0.001600282,0.01171342,0.004567755,0.0005008169,0.002863985,0.001521425,0.002026732,0.005497285],"category_scores_gemma":[0.01589976,0.0007815515,0.02566142,0.005794376,0.0005515605,0.001514728,0.001062389,0.001910663,0.0003721302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001705679,"about_ca_system_score_gemma":0.002795949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004726447,"about_ca_topic_score_gemma":0.01105197,"domain_scores_codex":[0.9954069,0.001818148,0.001524728,0.0005348318,0.0005235078,0.0001919427],"domain_scores_gemma":[0.9917868,0.005597084,0.001606832,0.0001820726,0.000653211,0.0001739661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003633965,0.00005882339,0.004114891,0.6299537,0.3388653,0.0001495844,0.0001018473,0.0004329732,0.0002356945,0.0001617643,0.001007174,0.02128424],"study_design_scores_gemma":[0.001842573,0.0005032429,0.007198923,0.05222405,0.9333143,0.0001927573,0.00008672919,0.0002333453,0.000180893,0.0003006079,0.003883326,0.00003920219],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.006076056,0.991778,0.0002610416,0.0002035943,0.0001339905,0.000253595,0.0008841314,0.00002009756,0.0003895266],"genre_scores_gemma":[0.1613205,0.8332591,0.001449099,0.0009638023,0.0002816511,0.0009157702,0.001259183,0.0000297247,0.000521113],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01171342,"threshold_uncertainty_score":0.0306958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1173854719774242,"score_gpt":0.3855625910165072,"score_spread":0.268177119039083,"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."}}