{"id":"W2412052693","doi":"10.1097/hp.0000000000000449","title":"39th Lauriston S. Taylor Lecture","year":2015,"lang":"en","type":"article","venue":"Health Physics","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oak Ridge National Laboratory; Radiation protection; Dosimetry; Standardization; Radiological weapon; Commission; Health physics; Library science; Nuclear medicine; Political science; Medical physics; Medicine; Law; Physics; Nuclear physics; Computer science","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":[0.001391064,0.001369766,0.0008413939,0.001318354,0.001494694,0.003791967,0.0008754206,0.002458825,0.111526],"category_scores_gemma":[0.003759503,0.0004204369,0.0007440393,0.0005319744,0.00121773,0.002874568,0.002308416,0.006299136,0.09026975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003461768,"about_ca_system_score_gemma":0.002746558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002853889,"about_ca_topic_score_gemma":0.004486157,"domain_scores_codex":[0.9987127,0.0001751679,0.00006379787,0.000385884,0.0005323894,0.0001300929],"domain_scores_gemma":[0.9988189,0.0002299665,0.00004956673,0.00006057957,0.0004327059,0.0004083168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002956956,0.00002372331,0.00008792835,0.00009386321,0.000003731678,0.00008465267,0.00007241852,0.00006560468,0.0001931518,0.007872907,0.930134,0.06133845],"study_design_scores_gemma":[0.000002597455,0.00001111665,0.0000853971,0.0001260548,0.000001678916,0.0001176262,0.00002570005,0.00003599982,0.00005657515,0.001283815,0.9982496,0.000003864104],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007218176,0.1230068,0.002421601,0.1286303,0.3060331,0.00007169244,0.0004245747,0.0002837733,0.4384064],"genre_scores_gemma":[0.00872567,0.07655744,0.001543369,0.02646341,0.06158308,0.00008075529,0.0003029357,0.0003016234,0.8244417],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.111526,"threshold_uncertainty_score":0.3730917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06233536025358174,"score_gpt":0.3652893207800296,"score_spread":0.3029539605264479,"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."}}