{"id":"W4399693793","doi":"10.1016/j.radonc.2024.110380","title":"Radiation enhancement using focussed ultrasound-stimulated microbubbles for head and neck cancer: A phase 1 clinical trial","year":2024,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Natural Sciences and Engineering Research Council of Canada; Terry Fox Research Institute; Sunnybrook Research Institute; Varian Medical Systems","keywords":"Microbubbles; Medicine; Ultrasound; Head and neck; Head and neck cancer; Radiation therapy; Magnetic resonance imaging; Radiology; Nuclear medicine; Cancer research; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000183363,0.000127219,0.0002707245,0.00005823478,0.0000960423,0.00005460335,0.00004194301,0.0001645498,0.00006085829],"category_scores_gemma":[0.00001104771,0.0001164272,0.00005909381,0.00008983494,0.0000652048,0.00006796951,0.000002727408,0.000108079,9.033517e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000182385,"about_ca_system_score_gemma":0.00008235408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003109173,"about_ca_topic_score_gemma":0.00004810047,"domain_scores_codex":[0.9992331,0.00003410539,0.0002944811,0.0002248192,0.000034887,0.0001785814],"domain_scores_gemma":[0.9992875,0.0005190392,0.00002775921,0.00008098389,0.00001450551,0.00007025591],"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":[0.003109691,0.0002819333,0.0002027936,0.0001297909,0.0004641729,0.000002878033,0.001014493,0.001208726,0.4033053,0.0005457443,0.001401017,0.5883335],"study_design_scores_gemma":[0.04784911,0.001933662,0.0001448624,0.00005970178,0.0001628972,0.00004507945,0.00002896205,0.2211543,0.003121025,0.0003584672,0.7248333,0.0003085686],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9277455,0.02269305,0.04767058,0.000286271,0.0006587078,0.0007354722,0.00004819276,0.0001264763,0.00003573637],"genre_scores_gemma":[0.9590078,0.02770783,0.01116825,0.0003277438,0.001288091,0.0003017254,0.00004814743,0.00005801237,0.00009241461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7234323,"threshold_uncertainty_score":0.4747764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05013795792559933,"score_gpt":0.4023475700030114,"score_spread":0.352209612077412,"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."}}