{"id":"W2000886202","doi":"10.1016/j.meddos.2005.07.002","title":"Study on surface dose generated in prostate intensity-modulated radiation therapy treatment","year":2006,"lang":"en","type":"article","venue":"Medical dosimetry","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Grand River Hospital; University of Waterloo","funders":"","keywords":"Multileaf collimator; Nuclear medicine; Imaging phantom; Irradiation; Radiation therapy; Radiation treatment planning; Dosimetry; Beam (structure); Linear particle accelerator; Materials science; Medicine; Optics; Physics; Radiology; Nuclear 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001988519,0.0002142035,0.0002921384,0.0001004201,0.00005635391,0.00002319524,0.0001111153,0.00006052645,0.0002660634],"category_scores_gemma":[0.000006707772,0.0001619327,0.00005306923,0.0004143393,0.00004350303,0.00006537576,0.00001334112,0.000202248,0.000009329601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001533544,"about_ca_system_score_gemma":0.00005208054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001179978,"about_ca_topic_score_gemma":0.000008783258,"domain_scores_codex":[0.99866,0.0001311616,0.0003015483,0.0003269085,0.0003226344,0.0002577449],"domain_scores_gemma":[0.9995057,0.00006106333,0.00007792287,0.0002429897,0.00002966118,0.0000826732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002467698,0.004007807,0.8508533,0.00000129195,0.0001108167,0.00006909553,0.0003705529,0.0007012337,0.00800718,0.0001158215,0.0004271347,0.1350891],"study_design_scores_gemma":[0.01442054,0.003152929,0.7156268,0.00005795498,0.00002401942,0.000003046614,0.0002206268,0.009783479,0.2506739,0.001021001,0.00425001,0.0007656298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961548,0.0001772538,0.002173042,0.0001617302,0.00009887225,0.000789448,0.000009183026,0.0001312623,0.0003043581],"genre_scores_gemma":[0.9988914,0.00003556958,0.0003622886,0.0001351374,0.0001850142,0.00004775628,0.000085191,0.00003066882,0.000226936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2426667,"threshold_uncertainty_score":0.6603423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01223493745450043,"score_gpt":0.2989128574303889,"score_spread":0.2866779199758885,"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."}}