{"id":"W2010354726","doi":"10.1118/1.1589492","title":"Limitations of a convolution method for modeling geometric uncertainties in radiation therapy. I. The effect of shift invariance","year":2003,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Convolution (computer science); Imaging phantom; Curvature; Mathematics; Mathematical analysis; Physics; Geometry; Optics; Computer science; Artificial intelligence","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":[0.0007329459,0.00009012227,0.0002253706,0.00005771827,0.00003912507,0.000003935905,0.0001187978,0.00004024151,0.00001347869],"category_scores_gemma":[0.0002565739,0.00006306956,0.00008805301,0.0004619294,0.00006518382,0.00008053757,0.000006471296,0.0001207852,1.172903e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000238129,"about_ca_system_score_gemma":0.00006751494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001284475,"about_ca_topic_score_gemma":0.000001785352,"domain_scores_codex":[0.9991432,0.0001735219,0.0002480672,0.0001138706,0.0001992179,0.0001220541],"domain_scores_gemma":[0.9981817,0.001464012,0.0001399551,0.0001433707,0.00004722649,0.00002370594],"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":[0.0001131528,0.000220994,0.01960044,0.00006258593,0.0001449,9.636606e-8,0.001220878,0.04484802,0.001148038,0.1340247,0.00006942839,0.7985467],"study_design_scores_gemma":[0.003922561,0.0008040061,0.0008229484,0.0001162179,0.00005267275,2.27539e-7,0.0001034008,0.4961025,0.1825052,0.3141198,0.00115799,0.0002923856],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03599247,0.0004349984,0.9628106,0.00008343765,0.00004566015,0.0004491667,0.000008424678,0.00001092024,0.0001642662],"genre_scores_gemma":[0.9877657,0.00009376756,0.01186448,0.00002720795,0.00006972778,0.0001510286,0.00001219211,0.00001190939,0.000003928938],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9517733,"threshold_uncertainty_score":0.2571902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03655184572737442,"score_gpt":0.320188498718482,"score_spread":0.2836366529911076,"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."}}