{"id":"W4403838613","doi":"10.1016/j.radmeas.2024.107321","title":"Gel dosimetry: An overview of dosimetry systems and read out methods","year":2024,"lang":"en","type":"article","venue":"Radiation Measurements","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus","funders":"Natural Sciences and Engineering Research Council of Canada; Universiteit Gent","keywords":"Dosimetry; Medical physics; Internal dosimetry; Radiochemistry; Nuclear medicine; Nuclear engineering; Environmental science; Physics; Medicine; Engineering; Chemistry","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":[0.00477531,0.001607048,0.001713082,0.004465965,0.0007578762,0.002871841,0.002497345,0.001844991,0.006898845],"category_scores_gemma":[0.004905927,0.001435592,0.001005887,0.00368926,0.001270403,0.002559894,0.001914812,0.003027927,0.004733547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001686104,"about_ca_system_score_gemma":0.001541268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001093937,"about_ca_topic_score_gemma":0.001458839,"domain_scores_codex":[0.9969184,0.0006582636,0.000166736,0.0004539386,0.001718635,0.00008391499],"domain_scores_gemma":[0.9964352,0.001696825,0.000345445,0.000524189,0.0009139272,0.00008447316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004625335,0.0002153087,0.003102668,0.006977144,0.0001837432,0.0000825367,0.0005819173,0.00442642,0.1199208,0.01688255,0.02089937,0.826265],"study_design_scores_gemma":[0.00006367257,0.0006556079,0.006800824,0.001829319,0.0003256019,0.002658833,0.0003152795,0.01139483,0.4583553,0.01449587,0.5026934,0.0004114846],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.007617389,0.181759,0.7759873,0.002041877,0.0007469128,0.0005677731,0.001860892,0.009176699,0.02024209],"genre_scores_gemma":[0.0682243,0.1579322,0.7282541,0.002611324,0.000846552,0.0009839068,0.002917001,0.008082468,0.03014825],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006898845,"threshold_uncertainty_score":0.02525461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1255527160511768,"score_gpt":0.4398299278604173,"score_spread":0.3142772118092405,"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."}}