{"id":"W2057381484","doi":"10.1118/1.4811204","title":"A method for online verification of adapted fields using an independent dose monitor","year":2013,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Dosimetry; Medical physics; Computer science; Medical imaging; Nuclear medicine; Medicine; Artificial intelligence","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":[0.001572267,0.0006409031,0.0003868223,0.0007516186,0.0002501918,0.0006389088,0.001544702,0.0006733605,0.005474644],"category_scores_gemma":[0.006425414,0.0004273148,0.0004294952,0.0004480155,0.0004258635,0.0006690928,0.001029474,0.0009484943,0.001386551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005317765,"about_ca_system_score_gemma":0.0006076872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005711534,"about_ca_topic_score_gemma":0.0006234177,"domain_scores_codex":[0.9981349,0.0003442801,0.0001168035,0.0003649757,0.0009849601,0.0000540064],"domain_scores_gemma":[0.9956906,0.001327544,0.0005126566,0.001542465,0.0008237719,0.0001029056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000926786,0.000187586,0.007247497,0.0002698326,0.00008912521,0.0001543844,0.0002076707,0.009317516,0.3889114,0.003310484,0.003512922,0.5858648],"study_design_scores_gemma":[0.000313385,0.001301646,0.03191779,0.0001014052,0.0002378335,0.002311112,0.00005520607,0.2478161,0.6660923,0.002198035,0.04741722,0.0002379404],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01519459,0.0001084534,0.9790227,0.00005752501,0.0000655725,0.000179698,0.0001000102,0.004015807,0.001255628],"genre_scores_gemma":[0.2024084,0.00006753267,0.7944775,0.0001344125,0.0000496149,0.0003200393,0.0002171223,0.0006454437,0.001679881],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005474644,"threshold_uncertainty_score":0.01831454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0350810888073601,"score_gpt":0.3672217049629433,"score_spread":0.3321406161555832,"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."}}