{"id":"W4417020304","doi":"10.1002/mp.70179","title":"A comparison of voxel sampling approaches for intensity‐modulated radiation therapy","year":2025,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Voxel; Sampling (signal processing); Radiation therapy; Selection (genetic algorithm); Medical imaging; Dosimetry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004697763,0.0005653929,0.0005291717,0.0009856457,0.0003162572,0.001158469,0.001072243,0.0005713666,0.001256019],"category_scores_gemma":[0.01486988,0.0002252956,0.0009364304,0.001043645,0.0003992765,0.0007481549,0.001001198,0.0008262273,0.0002300084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001472247,"about_ca_system_score_gemma":0.001342392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006341496,"about_ca_topic_score_gemma":0.006099226,"domain_scores_codex":[0.9975278,0.001336257,0.0001471085,0.0002423915,0.0006423424,0.0001040905],"domain_scores_gemma":[0.991726,0.006463696,0.0003642322,0.0005189883,0.0007959364,0.0001310686],"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":[0.002253296,0.000274999,0.0107478,0.0008053861,0.000313604,0.00008869184,0.000449149,0.4929835,0.005653876,0.01049126,0.004014084,0.4719243],"study_design_scores_gemma":[0.0001344769,0.0005432546,0.003259596,0.00009359508,0.00009501108,0.0001871378,0.0001365927,0.977019,0.007335966,0.006504433,0.004653958,0.00003695339],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1573909,0.006806598,0.8270451,0.0006999538,0.0001695769,0.0005170135,0.0005869484,0.002436982,0.004346918],"genre_scores_gemma":[0.5695456,0.00133401,0.4268805,0.0001763258,0.00005540143,0.0002778218,0.0007996343,0.0003943525,0.000536456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006341496,"threshold_uncertainty_score":0.02484447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06265643393630524,"score_gpt":0.3656009932740987,"score_spread":0.3029445593377934,"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."}}