{"id":"W2049144789","doi":"10.1118/1.4740125","title":"Poster - Thur Eve - 17: Control point analysis comparison of three different treatment planning and delivery complexity levels using a commercial three dimensional diode array","year":2012,"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":"Western University","funders":"","keywords":"Control point; Nuclear medicine; Point (geometry); Medicine; Radiation treatment planning; Control (management); Statistics; Mathematics; Computer science; Surgery; Artificial intelligence; Radiation therapy","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":[0.000973867,0.0003930986,0.0003086834,0.0009862803,0.0002968674,0.0007523134,0.0004040483,0.0003041307,0.01131256],"category_scores_gemma":[0.002021388,0.0002228411,0.0008991572,0.0006877328,0.0002369389,0.0004165773,0.0004612307,0.0003793667,0.001117042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007221458,"about_ca_system_score_gemma":0.0003574457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00178174,"about_ca_topic_score_gemma":0.001737325,"domain_scores_codex":[0.9991774,0.0001028939,0.00004352753,0.0001448825,0.0004880652,0.00004322348],"domain_scores_gemma":[0.9986772,0.0004640089,0.0001930652,0.0001689947,0.0004237904,0.00007286715],"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":[0.006617631,0.0009737377,0.1148472,0.0009466744,0.0006841897,0.0003315898,0.0004180392,0.1276451,0.3105756,0.002070472,0.01111513,0.4237747],"study_design_scores_gemma":[0.0002871162,0.00432992,0.4584081,0.00004879243,0.0004081582,0.002065545,0.000157026,0.1094826,0.4051824,0.001575449,0.01784426,0.0002107996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.857933,0.0008348238,0.1185086,0.0001952988,0.00008526831,0.0005736763,0.003158055,0.00205422,0.01665711],"genre_scores_gemma":[0.9425297,0.0002094336,0.04619921,0.00006645008,0.00003288953,0.0001339674,0.003405966,0.0006190232,0.006803317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01131256,"threshold_uncertainty_score":0.03784436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08534470078340063,"score_gpt":0.3466124593146207,"score_spread":0.2612677585312201,"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."}}