{"id":"W2088377250","doi":"10.1097/01.hp.0000300754.97854.47","title":"Assessing Dose of the Representative Person for the Purpose of Radiation Protection of the Public and the Optimization of Radiological Protection: Broadening the Process","year":2008,"lang":"en","type":"article","venue":"Health Physics","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conetec Investigations","funders":"","keywords":"Radiological weapon; Health physics; Radiation protection; Position (finance); Public health; State (computer science); Process (computing); Political science; Environmental health; Medicine; Public administration; Business; Nuclear medicine; Computer science; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006921808,0.00007372325,0.0001475933,0.000009870535,0.0005799149,0.00001095957,0.0001832129,0.00003527692,0.000007393906],"category_scores_gemma":[0.0001839625,0.00002917271,0.00007919556,0.0004202313,0.0009192823,0.0002461498,0.00002548891,0.0001548418,7.176577e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005991198,"about_ca_system_score_gemma":0.00006914583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002134327,"about_ca_topic_score_gemma":0.00001261925,"domain_scores_codex":[0.9986985,0.000529804,0.0002505824,0.000133766,0.0002876313,0.0000997492],"domain_scores_gemma":[0.9989495,0.0002538006,0.0005118544,0.0001995674,0.00007055402,0.00001471253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001204769,0.0008152346,0.03837651,0.0009430794,0.0002563652,1.652022e-7,0.1487324,0.3609998,0.01478734,0.01004533,0.0002016684,0.4236373],"study_design_scores_gemma":[0.002874183,0.0003313673,0.6171768,0.0001090608,0.00007478952,0.00002207884,0.009108437,0.328979,0.03989862,0.001155505,0.0001406065,0.0001295344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6990927,0.0002192696,0.2814438,0.01282591,0.0001434961,0.006003455,0.000009788368,0.000009837764,0.0002517847],"genre_scores_gemma":[0.9994478,0.00007326166,0.0001169752,0.00008418961,0.00003238246,0.0002188155,9.648837e-7,0.000005710216,0.00001990515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5788003,"threshold_uncertainty_score":0.4460295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0752645927659814,"score_gpt":0.3163324821631194,"score_spread":0.241067889397138,"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."}}