{"id":"W2513997710","doi":"10.1118/1.4961848","title":"Sci‐Fri PM: Radiation Therapy, Planning, Imaging, and Special Techniques ‐ 05: A novel respiratory motion simulation program for VMAT treatment plans: a phantom validation study","year":2016,"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":"University of Calgary","funders":"","keywords":"Imaging phantom; Radiation treatment planning; Nuclear medicine; Dosimetry; Breathing; Modulation (music); Physics; Radiation therapy; Computer science; Medicine; Acoustics; 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":[0.0005691607,0.0003817973,0.0001049286,0.0001891656,0.0001700293,0.0002583976,0.0007078096,0.0003466105,0.004328443],"category_scores_gemma":[0.0009000804,0.0001997402,0.0003013297,0.0001479657,0.0001683672,0.0002875992,0.0002393637,0.0003939397,0.0007328721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004896888,"about_ca_system_score_gemma":0.0004344021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002536793,"about_ca_topic_score_gemma":0.003001501,"domain_scores_codex":[0.9999022,0.00002489342,0.000005538731,0.0000161444,0.00004483201,0.000006360951],"domain_scores_gemma":[0.9997106,0.0001488952,0.00003108089,0.00003706698,0.00005589297,0.00001636667],"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":[0.0006124034,0.0003977166,0.006932323,0.0005321128,0.0001594373,0.0004729383,0.0005445346,0.4169556,0.2200909,0.007854037,0.01500304,0.330445],"study_design_scores_gemma":[0.0001517717,0.0002383911,0.004513676,0.00002560278,0.00004646909,0.0004090975,0.00002590211,0.8597859,0.1052385,0.0007026283,0.02883296,0.0000291118],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1126772,0.0002873792,0.8646887,0.0002785954,0.00008085473,0.0003436148,0.0008335212,0.01016092,0.01064927],"genre_scores_gemma":[0.3987572,0.0002766378,0.5884801,0.0001448299,0.00003123888,0.000400137,0.001024336,0.001981285,0.008904246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004328443,"threshold_uncertainty_score":0.01448005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03041289774112911,"score_gpt":0.3642518240248156,"score_spread":0.3338389262836865,"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."}}