{"id":"W2067246995","doi":"10.1016/j.ijrobp.2013.06.1900","title":"Quantifying the Impact of Introducing Modulated Arc Therapy in the Clinic","year":2013,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre hospitalier universitaire de Québec","funders":"","keywords":"Medicine; Radiation treatment planning; Radiation therapy; Head and neck; Pelvis; Prostate cancer; Nuclear medicine; Head and neck cancer; Radiology; Surgery; Cancer; Internal medicine","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":[0.0007309107,0.000296948,0.0003028559,0.0002629007,0.000224729,0.0009317483,0.0004583944,0.000616153,0.002704597],"category_scores_gemma":[0.004461475,0.000206911,0.0002372936,0.0003598927,0.0004080307,0.0006082182,0.0004089817,0.0003717623,0.0004087677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000877894,"about_ca_system_score_gemma":0.0006415479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002866259,"about_ca_topic_score_gemma":0.003460846,"domain_scores_codex":[0.9995029,0.0001680538,0.00001650719,0.00008586492,0.0001686215,0.0000580615],"domain_scores_gemma":[0.9984464,0.001022149,0.0001660066,0.0001361616,0.0001587847,0.00007054432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.005361096,0.001695966,0.07774951,0.0004335085,0.0002291571,0.0003842393,0.0003740003,0.4008133,0.3366208,0.004110413,0.002027256,0.1702007],"study_design_scores_gemma":[0.0001963435,0.007407905,0.1930472,0.00005548243,0.0005109509,0.0007068891,0.0008416034,0.5924906,0.1945668,0.004421414,0.005637626,0.000117123],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976698,0.0007633483,0.01596277,0.0004130804,0.00004074123,0.000107856,0.0002939827,0.0002625561,0.005457744],"genre_scores_gemma":[0.9970163,0.00009522554,0.00228965,0.0000534151,0.000006234715,0.00001361603,0.00006392536,0.00003316961,0.0004286073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002866259,"threshold_uncertainty_score":0.009047747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03338362264930941,"score_gpt":0.3866009268906089,"score_spread":0.3532173042412995,"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."}}