{"id":"W2529547967","doi":"10.1088/0031-9155/61/20/r305","title":"Review of plastic and liquid scintillation dosimetry for photon, electron, and proton therapy","year":2016,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":175,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"National Cancer Institute; Natural Sciences and Engineering Research Council of Canada","keywords":"Dosimeter; Scintillation; Dosimetry; Scintillator; Medical physics; Liquid scintillation counting; Proton therapy; Physics; Optics; Nuclear medicine; Proton; Nuclear physics; Radiochemistry; Medicine; Detector; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001517308,0.00008731287,0.0002561413,0.00003185628,0.00001860549,8.676732e-7,0.00002912514,0.00002471713,0.00001008323],"category_scores_gemma":[0.00002879631,0.00004862213,0.00001500166,0.00006322427,0.0001915516,0.00003041296,0.0000108521,0.0000408017,2.487424e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005146876,"about_ca_system_score_gemma":0.000009984174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001403607,"about_ca_topic_score_gemma":2.145134e-7,"domain_scores_codex":[0.9995387,0.00002628225,0.0001563934,0.0001551369,0.00002041024,0.0001030896],"domain_scores_gemma":[0.9995445,0.0002318584,0.00009740602,0.00006942155,0.00003743844,0.00001937236],"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":[0.0003737109,0.00007102914,0.08853181,0.001204755,0.00009436784,5.457355e-8,0.0001367402,1.51581e-7,0.435961,0.03799536,0.0004275804,0.4352034],"study_design_scores_gemma":[0.008486403,0.01012641,0.003945398,0.0110204,0.00009318835,0.000002578627,0.00005042748,0.0001976382,0.672041,0.1847639,0.1086031,0.0006695217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8271515,0.06024428,0.1094401,0.0007854109,0.00007753464,0.00205763,0.00002355964,0.00002611459,0.0001938302],"genre_scores_gemma":[0.9450732,0.0534596,0.0007493084,0.0003024925,0.0002672932,0.0001272736,0.000006694253,0.000009347009,0.000004722819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4345339,"threshold_uncertainty_score":0.1982753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07148132155787035,"score_gpt":0.4015544307934847,"score_spread":0.3300731092356143,"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."}}