{"id":"W20659685","doi":"10.1016/j.chembiol.2010.05.019","title":"Implementation and Evaluation of Volumetric Modulated Arc Therapy at the Radiation Therapy Department at The University Hospital of Umeå.","year":2011,"lang":"en","type":"article","venue":"Chemistry & Biology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Radiation therapy; Medicine; Medical physics; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0009540979,0.0003243258,0.0002543282,0.0003136428,0.0002827963,0.0006132258,0.0006895709,0.0002559212,0.00765084],"category_scores_gemma":[0.001507042,0.0001387463,0.0002320078,0.0002145665,0.0002193795,0.0002616988,0.0004021036,0.0003266294,0.001428391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001395297,"about_ca_system_score_gemma":0.001427429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006626047,"about_ca_topic_score_gemma":0.005403975,"domain_scores_codex":[0.9994745,0.0001695488,0.00001821615,0.00007284343,0.0001718885,0.00009306357],"domain_scores_gemma":[0.9995695,0.00006420836,0.00003536328,0.00008837411,0.0001415017,0.0001009964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006724367,0.003395215,0.04357243,0.0006111918,0.0002082763,0.0005114231,0.0006329432,0.09738504,0.1331917,0.004464327,0.01364516,0.6956579],"study_design_scores_gemma":[0.00195483,0.0295405,0.1813315,0.0002123839,0.0005478605,0.00224007,0.001427475,0.1814772,0.4273713,0.002334184,0.1713753,0.0001873828],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8843873,0.001326,0.06320626,0.001711649,0.0003758375,0.002570988,0.002752237,0.003958303,0.0397114],"genre_scores_gemma":[0.9710321,0.0002720699,0.02054877,0.0001530501,0.00001841404,0.0004201125,0.000975216,0.0001713667,0.006408808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00765084,"threshold_uncertainty_score":0.02559465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01956645446976248,"score_gpt":0.2901046134202712,"score_spread":0.2705381589505088,"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."}}