{"id":"W1968074342","doi":"10.14316/pmp.2014.25.4.233","title":"Development of Quality Assurance Software for PRESAGE<sup>REU</sup>Gel Dosimetry","year":2014,"lang":"en","type":"article","venue":"Progress in Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation of Korea; Korea Health Industry Development Institute; National Research Foundation","keywords":"Christian ministry; Quality assurance; License; Library science; Political science; Engineering management; Business; Engineering; Management; Computer science; Operations management; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005642077,0.0008989263,0.0009182412,0.001909634,0.000448672,0.001384021,0.002251846,0.0006886772,0.006291654],"category_scores_gemma":[0.01007935,0.0008486531,0.0009450602,0.0009321278,0.0004196263,0.001271061,0.001255569,0.001197416,0.002943172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006639972,"about_ca_system_score_gemma":0.001268479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001526248,"about_ca_topic_score_gemma":0.0009793503,"domain_scores_codex":[0.9958021,0.0006274742,0.0003731395,0.0004717567,0.00257815,0.0001474358],"domain_scores_gemma":[0.9874437,0.00334955,0.0006683538,0.002274671,0.006084284,0.0001793967],"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":[0.0005073067,0.0001389657,0.006964423,0.0006215089,0.0001571402,0.0002289135,0.0005853359,0.02236072,0.1416611,0.003798173,0.01197496,0.8110014],"study_design_scores_gemma":[0.000239933,0.0006115511,0.01992658,0.0003057474,0.0002432508,0.001576517,0.0002135194,0.3405949,0.4841731,0.002623018,0.1491829,0.000308933],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01206983,0.0003175173,0.9567893,0.00010029,0.00007192557,0.0002215392,0.0004096701,0.02847893,0.00154099],"genre_scores_gemma":[0.07537132,0.0002873281,0.9108616,0.0001230379,0.00004063645,0.0006223483,0.002411531,0.007434404,0.002847838],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.006291654,"threshold_uncertainty_score":0.0298385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01714257188780156,"score_gpt":0.345532102365132,"score_spread":0.3283895304773305,"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."}}