{"id":"W1964560577","doi":"10.1088/0031-9155/51/14/001","title":"Polymer gel dosimeters with reduced toxicity: a preliminary investigation of the NMR and optical dose–response using different monomers","year":2006,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":205,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care South East; Queen's University","funders":"Canadian Institutes of Health Research","keywords":"Dosimeter; Acrylamide; Monomer; Polyacrylamide; Polymer; Irradiation; Materials science; Nuclear chemistry; Chemistry; Radiochemistry; Dosimetry; Polymer chemistry; Nuclear medicine; Medicine; Composite material","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":[0.0009313391,0.0007990192,0.0004094763,0.0003752758,0.0001471697,0.0002501934,0.0002906473,0.0005505494,0.0007970319],"category_scores_gemma":[0.0009183773,0.0002583722,0.000377904,0.0002555638,0.0002761571,0.0004809602,0.0003085454,0.0007004544,0.0002069133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001943888,"about_ca_system_score_gemma":0.0001488968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001301701,"about_ca_topic_score_gemma":0.0002245803,"domain_scores_codex":[0.9995334,0.0001280174,0.00004863315,0.00009656078,0.0001484115,0.00004499924],"domain_scores_gemma":[0.998998,0.0003821799,0.0002548482,0.0001039617,0.0001937354,0.00006721239],"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":[0.0000576987,0.00002305156,0.00009810762,0.00007782067,0.000005547911,0.00001156258,0.00002479936,0.0001171132,0.9984106,0.00001593935,0.000006648953,0.001150993],"study_design_scores_gemma":[0.000002124246,0.0004291809,0.0005049186,0.000003199597,0.000009705897,0.00003435112,0.000008232324,0.0001861651,0.9985393,0.000006549282,0.0002723692,0.000003815931],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641705,0.004062153,0.03028323,0.00008561697,0.00005232453,0.0001468276,0.0002078332,0.0002399711,0.0007515241],"genre_scores_gemma":[0.9306878,0.003615764,0.06120611,0.0001347529,0.0000450612,0.0002437826,0.0004765577,0.0001772655,0.003412948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009313391,"threshold_uncertainty_score":0.00492543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0639034545813383,"score_gpt":0.3321299257332923,"score_spread":0.268226471151954,"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."}}