{"id":"W2070222966","doi":"10.1118/1.3560425","title":"Collimator design for experimental minibeam radiation therapy","year":2011,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Cancer Agency","funders":"","keywords":"Collimator; Monte Carlo method; Electromagnetic shielding; Optics; Dosimetry; Beam (structure); Physics; Radiation; Nuclear medicine; Synchrotron radiation; Aperture (computer memory); Medical physics; Materials science; Mathematics; Medicine; Acoustics","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":[0.001758314,0.0006641381,0.0004394406,0.0002887997,0.0003548341,0.000575357,0.0009964748,0.00075099,0.007537579],"category_scores_gemma":[0.003265082,0.0005547891,0.0004302273,0.0003839823,0.0002414051,0.0006664939,0.0004736802,0.000413039,0.00121173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000716823,"about_ca_system_score_gemma":0.0009504035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003533724,"about_ca_topic_score_gemma":0.0009260442,"domain_scores_codex":[0.9993576,0.0001863912,0.00007330067,0.00009451102,0.0002433287,0.00004478265],"domain_scores_gemma":[0.9981101,0.0005687124,0.0004005211,0.000325057,0.0005135667,0.00008215733],"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":[0.001672626,0.0003407925,0.01304861,0.002398611,0.0001584403,0.0002960526,0.0005173374,0.08095492,0.7639182,0.01427258,0.007387832,0.1150341],"study_design_scores_gemma":[0.0005889675,0.004070259,0.01835288,0.0001829174,0.0002667849,0.00179397,0.0001321451,0.1148345,0.7341599,0.002059301,0.1233844,0.0001739854],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09970319,0.001524236,0.8879684,0.0003044624,0.0001531197,0.001289697,0.0009526258,0.002762346,0.005341966],"genre_scores_gemma":[0.3842542,0.0006863388,0.6086912,0.0001686797,0.00003102919,0.001792727,0.0009816607,0.0009018678,0.002492249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007537579,"threshold_uncertainty_score":0.02521569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03921880907424405,"score_gpt":0.3137329210078754,"score_spread":0.2745141119336314,"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."}}