{"id":"W1974874087","doi":"10.1118/1.4736351","title":"TH-E-BRB-01: Improving the Energy Dependence of GAFChromic Dosimetry Films at Low Energies","year":2012,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Dosimetry; Materials science; Monte Carlo method; Active layer; Spectral line; Energy (signal processing); Atomic physics; Physics; Nuclear medicine; Layer (electronics); Nanotechnology","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":[0.000385038,0.0004255508,0.000257592,0.0003552203,0.0001621922,0.0004457231,0.0005920384,0.0006991182,0.003534388],"category_scores_gemma":[0.0006313021,0.0002342825,0.0002629308,0.0003026377,0.0001636818,0.000393966,0.00027383,0.0004357917,0.0009924907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005624442,"about_ca_system_score_gemma":0.0001709398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00143723,"about_ca_topic_score_gemma":0.001926204,"domain_scores_codex":[0.9997539,0.00002302345,0.00001053843,0.00005794347,0.0001236816,0.00003090731],"domain_scores_gemma":[0.9996667,0.00005348441,0.00006255234,0.00005347085,0.000141657,0.00002213098],"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":[0.00004284163,0.0000170923,0.0002013436,0.00007825137,0.000005923654,0.00002957904,0.00001494636,0.000188331,0.9972566,0.0000513925,0.0001990573,0.001914681],"study_design_scores_gemma":[0.00000594433,0.00009464276,0.002266522,0.000008355943,0.0000102397,0.00009018173,0.000006333104,0.0008315211,0.9943767,0.000007777774,0.002297582,0.00000439921],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9650898,0.003414875,0.01871672,0.0002106308,0.00007528586,0.000129764,0.001381274,0.001221128,0.00976058],"genre_scores_gemma":[0.941085,0.001403766,0.04089064,0.0001766231,0.00001512005,0.0001154618,0.001486878,0.0009492218,0.01387716],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003534388,"threshold_uncertainty_score":0.01182365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006710014911313605,"score_gpt":0.2491667561956128,"score_spread":0.2424567412842993,"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."}}