{"id":"W4309287978","doi":"10.3390/curroncol29110696","title":"Focused Delivery of Chemotherapy to Augment Surgical Management of Brain Tumors","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Chemotherapy; Blood–brain barrier; Clinical trial; Brain tumor; Adjuvant; Oncology; Pharmacology; Surgery; Internal medicine; Pathology; Central nervous system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003020091,0.0006701701,0.0007275202,0.002096622,0.0001964256,0.0006095027,0.0004266046,0.0007325055,0.002813406],"category_scores_gemma":[0.0002780832,0.0002295275,0.0004554053,0.001277696,0.0002898058,0.0007229907,0.0003899734,0.001070491,0.00151685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003106004,"about_ca_system_score_gemma":0.0005538415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006670054,"about_ca_topic_score_gemma":0.001350346,"domain_scores_codex":[0.9999034,0.00001381742,0.00001100363,0.00001894838,0.00004192328,0.00001090999],"domain_scores_gemma":[0.9998993,0.0000479166,0.00001867939,0.000003670355,0.0000225834,0.000007846063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004479812,0.00009887043,0.0001335136,0.01649557,0.0000932589,0.0002043386,0.00006280794,0.0004914696,0.007281812,0.004143145,0.01422952,0.956721],"study_design_scores_gemma":[0.00001932701,0.0001817133,0.001115732,0.003138324,0.0001095084,0.002280913,0.0000558713,0.0001819375,0.002609387,0.00141377,0.9888737,0.00001983141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003546493,0.9973863,0.0002503094,0.0001225096,0.000136935,0.000008955457,0.00001480645,0.000007965543,0.001717724],"genre_scores_gemma":[0.001392857,0.9973229,0.0002400623,0.0001128314,0.0000669514,0.000009091014,0.00002673428,0.000001886448,0.0008268506],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002813406,"threshold_uncertainty_score":0.009411752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1032061981071483,"score_gpt":0.3807703230486062,"score_spread":0.2775641249414579,"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."}}