{"id":"W2941126996","doi":"","title":"Statistical process control to optimize quality assurance in radiotherapy: applied to Intensity-Modulated Radiation Therapy (IMRT)","year":2007,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre d'expertise et de recherche en infrastructures urbaines","funders":"","keywords":"Multileaf collimator; Statistical process control; Quality assurance; Computer science; Radiation therapy; Control chart; Medical physics; Reliability engineering; Medicine; Process (computing); Radiation treatment planning; Surgery; Engineering","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":[0.05682126,0.002102187,0.002671101,0.002071962,0.001049248,0.003312302,0.002009369,0.001735719,0.001746453],"category_scores_gemma":[0.1343686,0.001291683,0.002013703,0.002852089,0.003681059,0.002566112,0.003046333,0.004007118,0.0004190083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002396553,"about_ca_system_score_gemma":0.008111531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004358103,"about_ca_topic_score_gemma":0.002201424,"domain_scores_codex":[0.9586369,0.03093057,0.001825174,0.002864511,0.005087391,0.0006553896],"domain_scores_gemma":[0.8723997,0.1038233,0.0065428,0.005904376,0.01043272,0.0008971786],"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":[0.0009591109,0.0002496096,0.003239647,0.0007726214,0.0006607953,0.0001352005,0.0005598622,0.4357301,0.007604141,0.244147,0.003060048,0.3028819],"study_design_scores_gemma":[0.0001081711,0.0002075141,0.0005437704,0.00003711422,0.00007599209,0.00002909142,0.00001576142,0.9342011,0.003814056,0.05969395,0.001240249,0.00003326729],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001323148,0.0001779891,0.9980372,0.0001243567,0.00002917473,0.00004681186,0.00001463504,0.0001506338,0.00009604666],"genre_scores_gemma":[0.1951109,0.001035004,0.8003072,0.0003561192,0.0003869488,0.0009517877,0.000249175,0.0004765288,0.001126301],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05682126,"threshold_uncertainty_score":0.3005031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1612715146024829,"score_gpt":0.4559504413644043,"score_spread":0.2946789267619214,"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."}}