{"id":"W2019934405","doi":"10.1118/1.1589493","title":"Limitations of a convolution method for modeling geometric uncertainties in radiation therapy. II. The effect of a finite number of fractions","year":2003,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Convolution (computer science); Imaging phantom; Mathematics; Dosimetry; Range (aeronautics); Algorithm; Applied mathematics; Nuclear medicine; Computer science; Materials 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006181555,0.0007624195,0.0007060361,0.0006883558,0.0007479118,0.001264935,0.001676819,0.001333634,0.001402512],"category_scores_gemma":[0.02033832,0.0006825803,0.001147892,0.001194188,0.001046258,0.002166908,0.001502264,0.001240152,0.0005904518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001667357,"about_ca_system_score_gemma":0.001992217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009800909,"about_ca_topic_score_gemma":0.006162526,"domain_scores_codex":[0.9961468,0.001615846,0.0002626873,0.0002732899,0.001600579,0.0001007425],"domain_scores_gemma":[0.9840392,0.0121165,0.0009692159,0.001702669,0.001047159,0.0001251957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002958254,0.00006648171,0.00705978,0.0005521421,0.0002556494,0.0002552119,0.0004824571,0.7752336,0.01373918,0.04235591,0.001726668,0.157977],"study_design_scores_gemma":[0.00001258199,0.00008808339,0.001166863,0.00007392211,0.00006172254,0.0004625202,0.00003079928,0.9749572,0.005440976,0.0109553,0.006704211,0.00004579653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0121116,0.001102262,0.9840615,0.0002828584,0.00006148216,0.00005493856,0.00005760829,0.0004896079,0.001778198],"genre_scores_gemma":[0.4506556,0.002303442,0.5414056,0.0004720741,0.0001268304,0.0004213264,0.0001549701,0.000623076,0.003837141],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009800909,"threshold_uncertainty_score":0.03269154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03463543776491638,"score_gpt":0.3434661497707872,"score_spread":0.3088307120058708,"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."}}