{"id":"W2046644658","doi":"10.1118/1.2975144","title":"Statistical process control for IMRT dosimetric verification","year":2008,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"Elekta","keywords":"Dosimetry; Quality assurance; Radiation treatment planning; Nuclear medicine; Ionization chamber; Pinnacle; Imaging phantom; Head and neck; Medicine; Dose profile; Radiation therapy; Radiosurgery; Medical physics; Linear particle accelerator; Beam (structure); Physics; Radiology; Surgery; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000936046,0.0001139922,0.0001932443,0.00002222331,0.0001141284,0.000006874543,0.0001588293,0.00004432894,0.0002578398],"category_scores_gemma":[0.00005245976,0.0001001839,0.00005706872,0.0001804919,0.0001455807,0.00008851849,0.000006613714,0.0001479673,0.000007445499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002241246,"about_ca_system_score_gemma":0.0001122357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008889487,"about_ca_topic_score_gemma":5.088956e-8,"domain_scores_codex":[0.9990666,0.00001772376,0.0001797122,0.0002021682,0.0003217585,0.0002120476],"domain_scores_gemma":[0.9993311,0.0002308837,0.00006812792,0.0001584401,0.00008097684,0.0001305371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002558833,0.001848888,0.1138252,0.0001197102,0.0003091457,0.0000105073,0.0005921337,0.00007092283,0.001201239,0.1957912,0.02048678,0.6654884],"study_design_scores_gemma":[0.01920426,0.001557977,0.0280332,0.0001602107,0.0002763664,0.00001967043,0.00007743725,0.05996281,0.1499123,0.6483716,0.08972186,0.00270232],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005879951,0.00003312685,0.9927225,0.0001337821,0.00006616292,0.0003464921,0.00007880388,0.00009008393,0.0006491574],"genre_scores_gemma":[0.9925306,0.000007283218,0.006051825,0.0002202863,0.0008049273,0.0002131543,0.00008273512,0.00002515818,0.00006397924],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9866706,"threshold_uncertainty_score":0.408538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297507069736257,"score_gpt":0.3107070363072033,"score_spread":0.2977319656098407,"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."}}