{"id":"W1158950860","doi":"10.1118/1.4924592","title":"SU‐E‐T‐231: Cross‐Validation of 3D Gamma Comparison Tools","year":2015,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Imaging phantom; Dosimeter; Dosimetry; Eclipse; Computer science; MATLAB; Nuclear medicine; Physics; Optics; Medicine","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":[0.01072643,0.00144993,0.0006145507,0.001795632,0.0004908707,0.00157211,0.002158815,0.001060995,0.003703818],"category_scores_gemma":[0.01790816,0.000516193,0.001132129,0.001095387,0.0007333918,0.0008010879,0.001959496,0.0008482496,0.001366504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001048142,"about_ca_system_score_gemma":0.001025218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002977272,"about_ca_topic_score_gemma":0.003316589,"domain_scores_codex":[0.9958714,0.001408417,0.0004125859,0.000840504,0.001304048,0.000163029],"domain_scores_gemma":[0.9898888,0.004404365,0.0009909896,0.001820353,0.002656413,0.0002390771],"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":[0.006351594,0.001127084,0.05179612,0.001181095,0.001966573,0.0008252924,0.00116524,0.3961435,0.1070093,0.004310335,0.01792391,0.4101999],"study_design_scores_gemma":[0.0005240426,0.001886543,0.04280896,0.0001691753,0.0003729813,0.002025096,0.000332715,0.6914326,0.2389762,0.002432819,0.01875503,0.0002839662],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5766262,0.001471561,0.3914118,0.0002240721,0.0003632022,0.000462447,0.002789753,0.02151059,0.005140248],"genre_scores_gemma":[0.7470663,0.0002465108,0.2385361,0.0002384566,0.00004031784,0.0004431861,0.006958706,0.004391423,0.002079139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01072643,"threshold_uncertainty_score":0.05672747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04260471678975189,"score_gpt":0.3600350428844549,"score_spread":0.317430326094703,"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."}}