{"id":"W2833422928","doi":"10.1016/j.ejmp.2018.05.012","title":"Development of a deformable phantom for experimental verification of 4D Monte Carlo simulations in a deforming anatomy","year":2018,"lang":"en","type":"article","venue":"Physica Medica","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; Carleton University","funders":"Elekta","keywords":"Imaging phantom; Monte Carlo method; Dosimeter; Biomedical engineering; Physics; Dosimetry; Reproducibility; Materials science; Nuclear medicine; Computer science; Optics; Mathematics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007213855,0.00008851218,0.000183439,0.00006852696,0.0000657967,0.00000335836,0.0001108616,0.00001891082,0.00003221308],"category_scores_gemma":[0.000003920251,0.00008290099,0.00004480154,0.0001516427,0.000104034,0.000151578,0.00001912917,0.00003903196,3.086388e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005218383,"about_ca_system_score_gemma":0.0001107425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006787635,"about_ca_topic_score_gemma":0.000007058906,"domain_scores_codex":[0.999297,0.000008209991,0.0002903816,0.0001274611,0.0001299154,0.0001470151],"domain_scores_gemma":[0.9995448,0.00003161883,0.0001740531,0.0001482293,0.00006931656,0.00003196667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001952127,0.001287074,0.005195124,0.00009526953,0.0002142375,1.581145e-7,0.03164545,0.0004564724,0.8219562,0.01354572,0.0001707185,0.1252384],"study_design_scores_gemma":[0.000735232,0.00008355363,0.0002519898,0.00006991417,0.000007492108,7.310339e-8,0.0006212712,0.05293619,0.9393685,0.0005197722,0.005297665,0.00010831],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8444349,0.00004331299,0.1547083,0.00001602483,0.00002907427,0.0003688003,0.00002172676,0.00002540749,0.0003525336],"genre_scores_gemma":[0.8896359,6.258687e-7,0.1101251,0.000005774732,0.00007952837,0.0001151058,0.00001578828,0.00001215034,0.0000100282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1251301,"threshold_uncertainty_score":0.3380604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645350976320232,"score_gpt":0.3365745091278031,"score_spread":0.3201209993646008,"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."}}