{"id":"W7043065075","doi":"","title":"2018 Quarter 3: Southwest VA Workforce Report","year":2019,"lang":"en","type":"report","venue":"VTechWorks (Virginia Tech)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Quarter (Canadian coin); Wage; Representation (politics); Context (archaeology); Educational attainment; Underemployment; Career Pathways","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.005836339,0.003338339,0.00408641,0.002549264,0.0005086105,0.0007589515,0.003370367,0.006611971,0.003638399],"category_scores_gemma":[0.001678269,0.003311239,0.002068006,0.003281208,0.0007596224,0.0007161257,0.001247836,0.006976679,0.09970363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003686143,"about_ca_system_score_gemma":0.004621387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001042693,"about_ca_topic_score_gemma":0.0002864851,"domain_scores_codex":[0.9808325,0.0003356979,0.004320031,0.004667391,0.006464518,0.003379918],"domain_scores_gemma":[0.9809413,0.0004850673,0.005290579,0.01050823,0.001900519,0.0008743342],"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":[0.0001542502,0.0003606209,0.007685855,0.0004439045,0.0007553117,0.004327541,0.0001909671,0.0001063014,0.000344629,0.0001524175,0.9781422,0.00733597],"study_design_scores_gemma":[0.001038757,0.0002557501,0.002869626,0.003038469,0.0009634671,0.007612347,0.0002364653,0.00007373371,0.0001254996,0.0004767737,0.9793336,0.003975538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003200589,0.006055744,0.003262308,0.0005348765,0.0217547,0.005598253,0.002277874,0.01008939,0.9472263],"genre_scores_gemma":[0.2572139,0.002415723,0.006458578,0.0004949755,0.01366172,0.001672105,0.01207084,0.007897913,0.6981143],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2540133,"threshold_uncertainty_score":0.9979342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03479483047582829,"score_gpt":0.3021741012215155,"score_spread":0.2673792707456872,"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."}}