{"id":"W3097385908","doi":"10.1002/acm2.13048","title":"Quantified VMAT plan complexity in relation to measurement‐based quality assurance results","year":2020,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre","funders":"","keywords":"Truebeam; Quality assurance; Nuclear medicine; Linear particle accelerator; Metric (unit); Imaging phantom; Medicine; Computer science; Mathematics; Physics; Optics; Pathology","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":[0.003553556,0.0004059302,0.000366939,0.001509134,0.0002322971,0.001049756,0.0002899805,0.000360801,0.0007769294],"category_scores_gemma":[0.02905647,0.0002751773,0.0004364476,0.0007996659,0.000391786,0.0006417662,0.000744623,0.000367038,0.0001424998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009312441,"about_ca_system_score_gemma":0.0004598509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001989324,"about_ca_topic_score_gemma":0.002122495,"domain_scores_codex":[0.9969042,0.0008593797,0.0002768943,0.0003246562,0.001529827,0.0001050581],"domain_scores_gemma":[0.9684125,0.02186939,0.005161965,0.001376525,0.002863759,0.000315838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001230623,0.0001139745,0.6145946,0.0002225097,0.0004629459,0.0001595618,0.0008055174,0.200662,0.04170595,0.001598612,0.000608643,0.1378352],"study_design_scores_gemma":[0.0000404003,0.0007926838,0.6808212,0.00003133487,0.0001694556,0.0006455977,0.0001388012,0.2654994,0.04913488,0.00112826,0.001465954,0.0001319694],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9239386,0.0004233503,0.07299325,0.00006321411,0.000009902742,0.0001244277,0.0002882835,0.0004970159,0.001661929],"genre_scores_gemma":[0.9872809,0.00004265545,0.012247,0.000009358664,0.000004058504,0.00003487963,0.0001920668,0.00005572197,0.0001333469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003553556,"threshold_uncertainty_score":0.01879323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2442505784460723,"score_gpt":0.4298751039126005,"score_spread":0.1856245254665282,"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."}}