{"id":"W4404230690","doi":"10.1093/neuonc/noae165.0970","title":"EXTH-39. A BENCH-TOP MODEL FOR THE OPTIMIZATION OF ULTRASOUND PARAMETERS FOR SONODYNAMIC THERAPY OF GLIOBLASTOMA","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sonodynamic therapy; Glioblastoma; Ultrasound; Medicine; Cancer research; Radiology","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":[0.0003694867,0.0004504192,0.0003266188,0.0002293956,0.0001912109,0.0002364027,0.0005050484,0.0004183005,0.002170206],"category_scores_gemma":[0.0001350423,0.000187316,0.0003623554,0.0002026957,0.0001803133,0.0001953822,0.0002373941,0.0003950002,0.0005394758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003814546,"about_ca_system_score_gemma":0.0003866912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002321766,"about_ca_topic_score_gemma":0.003028892,"domain_scores_codex":[0.9998363,0.00002110826,0.00001024572,0.00003327142,0.00007264756,0.00002626873],"domain_scores_gemma":[0.9999141,0.00002124129,0.00002227508,0.000009484367,0.00001585138,0.00001709105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006591334,0.00004708549,0.00007174182,0.00007548258,0.00000456576,0.00005766658,0.00001806481,0.0008907073,0.9960796,0.00009172709,0.0001056085,0.002491905],"study_design_scores_gemma":[0.00003212265,0.001267557,0.001632346,0.00001828942,0.00003619444,0.0001942826,0.00003253133,0.01144264,0.9793408,0.0001145199,0.005868867,0.00001989279],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9130235,0.003846867,0.07565022,0.0002588991,0.0001575602,0.0004502381,0.002402865,0.0008372331,0.003372494],"genre_scores_gemma":[0.9194531,0.002989043,0.06864724,0.0001217425,0.0000236065,0.0007421764,0.002053042,0.0001156334,0.005854466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002321766,"threshold_uncertainty_score":0.007260084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01869038336437489,"score_gpt":0.2679752276380307,"score_spread":0.2492848442736558,"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."}}