{"id":"W1996236406","doi":"10.1118/1.4740183","title":"Poster — Thur Eve — 74: A set of tests designed for electron dose calculation algorithm verification during a treatment planning system upgrade","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":"University Health Network; Princess Margaret Cancer Centre; Credit Valley Hospital; University of Toronto; Trillium Health Centre","funders":"","keywords":"Upgrade; Algorithm; Field size; Nuclear medicine; Computer science; Radiation treatment planning; Dosimetry; Mathematics; Medicine; Surgery; 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":[0.003731568,0.0008723118,0.0007250136,0.0008800841,0.001063111,0.001151761,0.001437714,0.0009778375,0.008987828],"category_scores_gemma":[0.01031046,0.0005613356,0.001175115,0.0005192531,0.0005272894,0.0007754519,0.001282003,0.001095009,0.002445313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001257971,"about_ca_system_score_gemma":0.00074113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002819828,"about_ca_topic_score_gemma":0.002564696,"domain_scores_codex":[0.9971276,0.0008035999,0.0002348289,0.0004519823,0.001042316,0.0003396676],"domain_scores_gemma":[0.9915549,0.002601694,0.0003552283,0.001893717,0.003044392,0.0005501101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01605338,0.003177537,0.0461396,0.0009977773,0.000570461,0.00218763,0.002685907,0.0999972,0.3814024,0.002181059,0.03801436,0.4065927],"study_design_scores_gemma":[0.0007179531,0.02123818,0.09014236,0.0001043855,0.0004079654,0.0009880766,0.0008524319,0.1089754,0.7334893,0.0009866933,0.04172875,0.0003685882],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8838797,0.0002876744,0.08918294,0.0003602935,0.0007364146,0.00177413,0.002438549,0.007429057,0.01391121],"genre_scores_gemma":[0.9211932,0.00006948014,0.0625941,0.0002638659,0.00009431571,0.0005793898,0.00308615,0.002100728,0.01001882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008987828,"threshold_uncertainty_score":0.03006721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01985994510404628,"score_gpt":0.3179512564135991,"score_spread":0.2980913113095528,"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."}}