{"id":"W2321613833","doi":"10.1097/phh.0b013e3181e83f6a","title":"Statewide Applied Epidemiology Workforce Capacity and Competency Assessment—Nebraska, 2008","year":2011,"lang":"en","type":"article","venue":"Journal of Public Health Management and Practice","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Workforce; Epidemiology; Public health; Environmental health; Workforce planning; Workforce development; Medicine; Medical education; Political science; Nursing; Pathology","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":[0.004316456,0.000102905,0.0002371782,0.000169963,0.0000673478,0.00002526365,0.00008641952,0.00005276,0.00004060091],"category_scores_gemma":[0.0001954061,0.00008754194,0.00001889749,0.0001628885,0.0000485918,0.0004661828,0.00002617144,0.000325382,0.000002812593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006942592,"about_ca_system_score_gemma":0.00004714699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002935072,"about_ca_topic_score_gemma":0.000002574758,"domain_scores_codex":[0.9988211,0.0001726117,0.0004833071,0.00009523913,0.0001264626,0.000301293],"domain_scores_gemma":[0.9988351,0.0004468671,0.0002337928,0.00008957645,0.00004699222,0.0003476687],"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":[0.00005807073,0.0003866886,0.007560294,0.003049232,0.0007003616,0.00002845851,0.004788079,0.0001636949,0.0000333867,0.1567387,0.06612822,0.7603648],"study_design_scores_gemma":[0.0006936752,0.0002110409,0.1871755,0.00007730576,0.00005836132,0.0001963212,0.001747544,0.002077763,0.00000161069,0.004099725,0.8034509,0.0002102234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06899055,0.01247239,0.7239126,0.07279172,0.003144648,0.0006839374,0.00000619171,0.0002370204,0.117761],"genre_scores_gemma":[0.7248129,0.02034735,0.2504687,0.00383802,0.0002885458,0.00001264604,0.000006247958,0.00002728266,0.0001982414],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7601546,"threshold_uncertainty_score":0.3569857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1653811662671101,"score_gpt":0.340986810015778,"score_spread":0.1756056437486679,"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."}}