{"id":"W2056023079","doi":"10.1118/1.3612859","title":"SU-E-T-895: A Comparison of RapidArc® and HybridArc® Treatment Plans for Cranial SRS/SRT","year":2011,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Cancer Centre","funders":"","keywords":"Nuclear medicine; Radiation treatment planning; Radiosurgery; Medicine; Dosimetry; Radiation therapy; Medical physics; Radiology","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":[0.0005054315,0.0002614858,0.0001311669,0.000397264,0.00008816577,0.0003002975,0.0003593861,0.000192507,0.003206927],"category_scores_gemma":[0.0007884075,0.0001552169,0.0003913562,0.0003394286,0.0001279091,0.0001930964,0.0002269962,0.0001655353,0.0003432799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000454377,"about_ca_system_score_gemma":0.0002438349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001604328,"about_ca_topic_score_gemma":0.002136052,"domain_scores_codex":[0.9997353,0.00006316095,0.00001190529,0.00003251179,0.0001411478,0.00001597382],"domain_scores_gemma":[0.9997907,0.00008649463,0.00003946824,0.00002844087,0.0000364913,0.00001846128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005756475,0.0005389923,0.0222103,0.0006093357,0.0004145624,0.0002285496,0.0002749894,0.3590576,0.09618095,0.00297007,0.004136327,0.5076219],"study_design_scores_gemma":[0.002195785,0.01115893,0.1402044,0.00009351379,0.0006192735,0.003340206,0.0002667331,0.6414894,0.1684663,0.002752275,0.02924339,0.0001697309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8763687,0.002138463,0.1008364,0.0001157577,0.00003416065,0.0002124339,0.0008492043,0.002617964,0.01682703],"genre_scores_gemma":[0.9708915,0.000147433,0.02654375,0.00003091664,0.000006902897,0.00004126795,0.0007836332,0.0003198774,0.001234679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003206927,"threshold_uncertainty_score":0.0107283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0334964219367385,"score_gpt":0.322695987982172,"score_spread":0.2891995660454335,"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."}}