{"id":"W4294682852","doi":"10.1093/neuonc/noac174.138","title":"P07.06.B The Impact of Using Intraoperative Ultrasound on Surgical Resection of High-Grade Glioma: A Systematic Review and Meta-Analysis","year":2022,"lang":"en","type":"review","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Systematic review; MEDLINE; Study heterogeneity; Resection; Randomized controlled trial; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01595975,0.002369279,0.01155464,0.008298486,0.0006922243,0.004625044,0.002446955,0.003129269,0.01306193],"category_scores_gemma":[0.03736925,0.001447491,0.03976179,0.01063433,0.0009868245,0.002853355,0.001576676,0.002243116,0.0009961468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002039524,"about_ca_system_score_gemma":0.004635591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005147351,"about_ca_topic_score_gemma":0.007841233,"domain_scores_codex":[0.9858063,0.007150629,0.003335001,0.001306125,0.001881577,0.0005203984],"domain_scores_gemma":[0.9724033,0.02096021,0.003776419,0.0006792972,0.001878838,0.0003019291],"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":[0.001441992,0.00002912473,0.004381893,0.6129364,0.3671955,0.0001486807,0.00008447049,0.0003581636,0.0001808472,0.0002444934,0.001736949,0.01126151],"study_design_scores_gemma":[0.001284725,0.0002528652,0.007136159,0.07366324,0.9115509,0.0002058891,0.00009738877,0.0003848382,0.0001474016,0.0005493848,0.004684302,0.00004296086],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005332926,0.9868123,0.001509548,0.0007824412,0.0004961229,0.0009930548,0.003110547,0.0000729331,0.000890104],"genre_scores_gemma":[0.2378199,0.739022,0.007758008,0.002453027,0.0009451692,0.007238497,0.003295184,0.0001068431,0.001361272],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01595975,"threshold_uncertainty_score":0.08440423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1387138830449259,"score_gpt":0.42595199513707,"score_spread":0.2872381120921441,"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."}}