{"id":"W3013802970","doi":"10.82308/49752","title":"Image guided radiation therapy applications for head and neck, prostate, and breast cancers using 3D ultrasound imaging and Monte Carlo dose calculations","year":2010,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Head and neck; Radiation therapy; Ultrasound; Prostate; Radiology; Image-guided radiation therapy; Medical physics; Surgery; Cancer; 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":[0.0006102715,0.0005578753,0.0005130424,0.0009304135,0.0003449086,0.001188397,0.0007597039,0.0009136125,0.003437779],"category_scores_gemma":[0.002159589,0.0008174922,0.0008548252,0.0008077071,0.0002413863,0.0004265025,0.0005667655,0.0005145425,0.0009062294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086149,"about_ca_system_score_gemma":0.001156676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004643613,"about_ca_topic_score_gemma":0.008088453,"domain_scores_codex":[0.9996693,0.00008154588,0.00001813361,0.00003020912,0.0001865374,0.00001432771],"domain_scores_gemma":[0.9994273,0.0003358882,0.00005308874,0.00005442836,0.0001155842,0.00001365476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001780534,0.0001170654,0.002879822,0.0003476634,0.0001119533,0.0002285278,0.0004098363,0.7844005,0.03011531,0.01062437,0.003648815,0.1669381],"study_design_scores_gemma":[0.00002480248,0.00004806806,0.001208021,0.00004245132,0.00003836302,0.0002470737,0.00003349223,0.9761538,0.01204512,0.002299525,0.007810688,0.00004862498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01709157,0.0007340844,0.9712384,0.0001638404,0.00004058337,0.0001641792,0.0001754226,0.003250637,0.007141329],"genre_scores_gemma":[0.2705564,0.001116998,0.7197818,0.0002381652,0.00002205641,0.0005299581,0.0003086942,0.0009347146,0.006511311],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004643613,"threshold_uncertainty_score":0.01150054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150076876674809,"score_gpt":0.2835600497179714,"score_spread":0.2720592809512233,"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."}}