{"id":"W4303614483","doi":"10.1142/s1793048022500059","title":"Preliminary Study on the Use of Fricke Gel Dosimeter for Verification of IMRT Beam Delivery","year":2022,"lang":"en","type":"article","venue":"Biophysical Reviews and Letters","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Dosimeter; Quality assurance; Radiation treatment planning; Nuclear medicine; Dosimetry; Medical physics; Materials science; Biomedical engineering; Radiation therapy; Computer science; Medicine; Radiology","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":[0.003083702,0.0003864031,0.0004884562,0.0008133844,0.0004597904,0.0005958717,0.0007708615,0.0006338409,0.001633933],"category_scores_gemma":[0.00392784,0.0001979062,0.0003663001,0.0004897516,0.0004721799,0.0005110012,0.0005540533,0.000357883,0.0003850688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004450046,"about_ca_system_score_gemma":0.0003698193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007540506,"about_ca_topic_score_gemma":0.0006021162,"domain_scores_codex":[0.9982425,0.0007078662,0.00008460588,0.0003205924,0.0005234942,0.0001210021],"domain_scores_gemma":[0.9971692,0.001290172,0.0001818513,0.0005441718,0.0007247959,0.00008985144],"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":[0.0009064709,0.0001902397,0.007971792,0.0002514613,0.00004415225,0.0001850566,0.0006393711,0.002553072,0.9533733,0.001017827,0.0001545757,0.03271261],"study_design_scores_gemma":[0.00002607664,0.002394346,0.009453223,0.00003115172,0.00007824093,0.0004303778,0.0001562854,0.0055233,0.9769295,0.0001495912,0.004791803,0.00003596597],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8653445,0.002183802,0.1250151,0.0001223476,0.00006444924,0.0003664852,0.0002881897,0.0005389763,0.006076138],"genre_scores_gemma":[0.9319909,0.0004937157,0.06438855,0.00005320837,0.00001385913,0.0001009769,0.000203367,0.0001230491,0.0026323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003083702,"threshold_uncertainty_score":0.01630837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05786614348101645,"score_gpt":0.2933770716546792,"score_spread":0.2355109281736627,"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."}}