{"id":"W6911492966","doi":"10.5255/ukda-sn-8916-2","title":"Labour Force Survey Five-Quarter Longitudinal Dataset, October 2020 - December 2021","year":2023,"lang":"en","type":"dataset","venue":"UK Data Archive","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Sample (material); Unemployment; Survey data collection; Work (physics); Longitudinal study; Data collection; Work force","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","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","insufficient_payload"],"category_scores_codex":[0.003178774,0.001859269,0.001865333,0.0008140188,0.0005100924,0.0007408236,0.01043784,0.0006047199,0.009159845],"category_scores_gemma":[0.00332244,0.001848628,0.0002407053,0.001688203,0.0006897342,0.001163721,0.0141862,0.002855811,0.3994987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001833633,"about_ca_system_score_gemma":0.0008426895,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06255068,"about_ca_topic_score_gemma":0.4243565,"domain_scores_codex":[0.9874169,0.002058055,0.00153819,0.004709182,0.00200311,0.002274537],"domain_scores_gemma":[0.9782251,0.003374337,0.001015399,0.01624512,0.0002222894,0.0009177331],"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":[0.0005141367,0.0002555454,0.000940442,0.0002548727,0.001276294,0.002078717,0.00003311662,0.00001715756,0.00001334414,0.00001498468,0.9945391,0.00006229849],"study_design_scores_gemma":[0.001254002,0.0001225298,0.03512634,0.0003094672,0.0007087966,0.0001512827,0.00004178952,0.0001921964,0.000001894936,0.0002582671,0.9598938,0.001939692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00005986981,0.0002163734,0.00008970509,0.000108631,0.001675977,0.001254241,0.9962907,0.0001745113,0.0001299916],"genre_scores_gemma":[0.000005463854,0.0007378564,0.0006306616,0.0003773913,0.001828704,0.0001454302,0.9935039,0.0004986103,0.00227203],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3903389,"threshold_uncertainty_score":0.9994447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05852655130472641,"score_gpt":0.3331720082897622,"score_spread":0.2746454569850358,"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."}}