{"id":"W4384938402","doi":"10.1016/j.radmeas.2023.106983","title":"Evaluation of a novel N-(Hydroxymethyl) acrylamide polymer gel dosimeter formulation with organic glucose additive for radiotherapy","year":2023,"lang":"en","type":"article","venue":"Radiation Measurements","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Juravinski Cancer Centre","funders":"Hashemite University","keywords":"Dosimeter; Irradiation; Hydroxymethyl; Dosimetry; Absorbed dose; Polymer; Polymerization; Chemistry; Linear particle accelerator; Acrylamide; Analytical Chemistry (journal); Materials science; Nuclear chemistry; Radiochemistry; Nuclear medicine; Beam (structure); Chromatography; Monomer; Physical chemistry; Optics; Nuclear physics; Organic chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002712788,0.0003582656,0.0001631044,0.0001433811,0.0001058635,0.0002004233,0.0002387542,0.000273033,0.0006484576],"category_scores_gemma":[0.0002650362,0.0001193246,0.0001593257,0.0001483679,0.0001343634,0.0002445194,0.0001302723,0.0003059685,0.0001329396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001838032,"about_ca_system_score_gemma":0.0002354737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003771874,"about_ca_topic_score_gemma":0.0006172039,"domain_scores_codex":[0.9998487,0.00002908995,0.000009763905,0.00003541539,0.00005789097,0.00001905322],"domain_scores_gemma":[0.9998372,0.00003489799,0.00006318998,0.000009584572,0.00003606584,0.00001906783],"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":[0.00008028591,0.00004252963,0.00006313016,0.00005836425,0.000003823784,0.0000198372,0.00001057393,0.0001498537,0.9963048,0.00004819431,0.00002136983,0.003197419],"study_design_scores_gemma":[0.000003581,0.0004221332,0.0002774201,0.000003438652,0.00001252076,0.00003262502,0.000008303967,0.0004312892,0.9980689,0.000003970079,0.0007330703,0.00000277084],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729902,0.002265304,0.02275388,0.00009867744,0.0001033453,0.0001274349,0.00009691486,0.0001487707,0.001415492],"genre_scores_gemma":[0.9727349,0.001446787,0.02248877,0.00005771854,0.00001877782,0.00006086864,0.00008606946,0.00003186101,0.003074328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006484576,"threshold_uncertainty_score":0.002169371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05181377224247224,"score_gpt":0.3311343570975006,"score_spread":0.2793205848550284,"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."}}