{"id":"W4404600197","doi":"10.34133/bmef.0080","title":"Recent Advances and Future Directions in Sonodynamic Therapy for Cancer Treatment","year":2024,"lang":"en","type":"article","venue":"BME Frontiers","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Sonodynamic therapy; Cancer therapy; Medicine; Intensive care medicine; Cancer; Alternative medicine; Internal medicine; Pathology","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":[0.002094875,0.0007596333,0.001126511,0.001474921,0.0003407018,0.001568577,0.0009740457,0.001841196,0.005817025],"category_scores_gemma":[0.001716212,0.0003592875,0.0009157721,0.001518311,0.001072253,0.002665867,0.001014869,0.003370546,0.002125332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000883444,"about_ca_system_score_gemma":0.001316341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008874962,"about_ca_topic_score_gemma":0.001638181,"domain_scores_codex":[0.9994841,0.0001497287,0.00005111518,0.00008569265,0.0001597942,0.0000696412],"domain_scores_gemma":[0.9983374,0.001035149,0.0001318046,0.000042285,0.0003364405,0.0001169149],"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":[0.000168574,0.000188932,0.0003501246,0.01368058,0.000113044,0.0003044378,0.0001830508,0.001229667,0.007589125,0.01260338,0.03535663,0.9282324],"study_design_scores_gemma":[0.00004492562,0.0004794741,0.0007739973,0.002698163,0.000145433,0.001142631,0.0001739991,0.001273512,0.00302498,0.008766755,0.9814177,0.00005841496],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003293343,0.9939467,0.001437038,0.001911314,0.0004569717,0.00001278267,0.000017813,0.00003040576,0.001857607],"genre_scores_gemma":[0.002713565,0.9925,0.00170304,0.00113233,0.0008034685,0.00002685325,0.00005065544,0.000009151497,0.001060919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005817025,"threshold_uncertainty_score":0.0194599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007515516759433221,"score_gpt":0.2442798513779195,"score_spread":0.2367643346184863,"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."}}