{"id":"W4367185765","doi":"10.1016/j.meddos.2023.03.002","title":"Simple and effective immobilization for radiation treatment of choroidal melanoma","year":2023,"lang":"en","type":"article","venue":"Medical dosimetry","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Isocenter; Medicine; Truebeam; Nuclear medicine; Cone beam computed tomography; Radiation therapy; Margin (machine learning); Radiation treatment planning; Computed tomography; Beam (structure); Radiology; Imaging phantom; Optics; Computer science; Physics","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":[0.0002181166,0.0004547178,0.000349329,0.0004001683,0.0002902328,0.0002377996,0.0004184044,0.0002517044,0.00199532],"category_scores_gemma":[0.0004283015,0.0002401927,0.0004405908,0.0002362342,0.0003489594,0.0002809874,0.0005469103,0.0003725812,0.0004010595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001336734,"about_ca_system_score_gemma":0.0004281278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006223492,"about_ca_topic_score_gemma":0.0009802431,"domain_scores_codex":[0.9998748,0.00002717623,0.0000141658,0.00002290363,0.00004367054,0.00001731071],"domain_scores_gemma":[0.9998969,0.00002096735,0.00003300313,0.00003058897,0.000007070271,0.00001154662],"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":[0.00255446,0.000410509,0.003283585,0.0007855553,0.0001267543,0.0008960452,0.000388433,0.002535844,0.7990867,0.0007153685,0.001492556,0.1877241],"study_design_scores_gemma":[0.001027255,0.01925868,0.103487,0.0003868943,0.001300964,0.0217792,0.0004445628,0.01002864,0.774493,0.002672551,0.0649003,0.0002210016],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8723416,0.02486044,0.09141538,0.000584633,0.000659904,0.000461194,0.000434981,0.0008283122,0.008413511],"genre_scores_gemma":[0.967886,0.004354754,0.02214317,0.0001705845,0.0001846468,0.0000900673,0.0001770297,0.0002102436,0.004783516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00199532,"threshold_uncertainty_score":0.006675005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006199306509531815,"score_gpt":0.305274105057363,"score_spread":0.2990747985478311,"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."}}