{"id":"W6892418787","doi":"10.5255/ukda-sn-6727-28","title":"Quarterly Labour Force Survey, 1992-2021: Secure Access","year":2021,"lang":"en","type":"dataset","venue":"UK Data Archive","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Unemployment; Work (physics); Sample (material); Survey data collection; Rest (music); Work force; Official statistics","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","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","insufficient_payload"],"category_scores_codex":[0.00190998,0.001322762,0.001545479,0.0006990535,0.0003531933,0.001499298,0.01447604,0.0005269152,0.006072424],"category_scores_gemma":[0.001427702,0.001365221,0.0002219809,0.001286118,0.0003794232,0.00127507,0.008406387,0.002589659,0.0161191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001431604,"about_ca_system_score_gemma":0.00140958,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05147444,"about_ca_topic_score_gemma":0.2991607,"domain_scores_codex":[0.990117,0.002564385,0.001065116,0.003299354,0.001474291,0.001479882],"domain_scores_gemma":[0.9827367,0.001783228,0.0009477455,0.01373181,0.0002085825,0.0005919221],"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":[0.0001821661,0.0002093204,0.000145661,0.0004066395,0.0006509323,0.0009388709,0.0001388107,0.000003050302,0.0000469235,0.00003703057,0.9966755,0.0005651017],"study_design_scores_gemma":[0.0007952122,0.0001376365,0.004402071,0.0004142115,0.0003477161,0.00009127499,0.000121054,0.00005514574,0.000007433076,0.0006740802,0.9915001,0.001454065],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00007106702,0.0005399768,0.000278861,0.00007740193,0.001107967,0.0008908148,0.9967015,0.0001129033,0.0002194646],"genre_scores_gemma":[0.00003537192,0.0003646447,0.0006861141,0.0003638355,0.001462858,0.00008723456,0.9963187,0.0003167262,0.0003645069],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2476862,"threshold_uncertainty_score":0.9999524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05338595823740776,"score_gpt":0.3390632113511989,"score_spread":0.2856772531137912,"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."}}