{"id":"W2316821398","doi":"10.1097/hp.0000000000000114","title":"Modeling Population Screening Process for Maximizing Throughputs","year":2014,"lang":"en","type":"article","venue":"Health Physics","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"Population; Computer science; Process (computing); Medicine; Environmental health","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":[0.0002045594,0.00007203695,0.0001009493,0.000008108292,0.0002302728,0.0000125008,0.00005870324,0.00002202781,0.00001757158],"category_scores_gemma":[0.00001172055,0.00007225758,0.0000316743,0.00008671275,0.00001297725,0.0002511051,0.000008375994,0.00005721809,0.00001527549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007250215,"about_ca_system_score_gemma":0.000006192214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002756951,"about_ca_topic_score_gemma":0.00006540147,"domain_scores_codex":[0.9993109,0.00002991519,0.0001355467,0.0001819655,0.0001463831,0.0001953046],"domain_scores_gemma":[0.9997801,0.00002476858,0.00003779946,0.00008574812,0.00001124866,0.00006038567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000205269,0.00005746901,0.01027441,0.0001064031,0.000005860172,5.338466e-8,0.001288024,0.5764467,0.00009466981,0.006401177,0.00006882867,0.4052359],"study_design_scores_gemma":[0.0003262806,0.00004127276,0.01142228,0.00002010321,0.0000031847,2.838127e-7,0.00004231732,0.9825628,0.00009008829,0.004730728,0.000669968,0.00009064167],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1179908,0.000006476633,0.8800575,0.0006623117,0.00005452281,0.0002652945,0.000002226809,0.00003980679,0.0009210162],"genre_scores_gemma":[0.9928412,0.000003516397,0.00585692,0.001105053,0.00009788891,0.00003014539,0.0000242127,0.00001414599,0.00002693849],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8748504,"threshold_uncertainty_score":0.2946579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05468270428294259,"score_gpt":0.3322832805308942,"score_spread":0.2776005762479516,"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."}}