{"id":"W6967655818","doi":"10.5255/ukda-sn-8878-2","title":"Labour Force Survey Five-Quarter Longitudinal Dataset, April 2020 - June 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":[0.003656851,0.001760905,0.001918872,0.0008845262,0.0005355853,0.0006903156,0.01205882,0.0005370034,0.004504738],"category_scores_gemma":[0.003589511,0.001792831,0.0002206922,0.001804272,0.0007332175,0.001050963,0.01509886,0.002882757,0.3451851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001734501,"about_ca_system_score_gemma":0.000844406,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04992488,"about_ca_topic_score_gemma":0.2940916,"domain_scores_codex":[0.9876915,0.002020356,0.001523779,0.004621612,0.001977409,0.002165316],"domain_scores_gemma":[0.978093,0.002963984,0.001097477,0.0168027,0.0001892195,0.0008535977],"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":[0.0005185517,0.0002445176,0.0002611197,0.0003435335,0.001122022,0.002064651,0.00003361727,0.00001469885,0.00001850957,0.00001689004,0.9952842,0.0000776855],"study_design_scores_gemma":[0.001274615,0.000131081,0.01587869,0.0003314135,0.0006376945,0.0001143994,0.00005250113,0.0002147859,0.000002390845,0.0002770422,0.979242,0.001843408],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00001802169,0.0002393043,0.0001161174,0.0002162265,0.002627456,0.001231805,0.9953043,0.0001907033,0.00005609406],"genre_scores_gemma":[0.000002819865,0.001020785,0.0005855282,0.0002751698,0.00217043,0.0001253296,0.9924039,0.0004504399,0.002965642],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3406804,"threshold_uncertainty_score":0.9995137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05654480346676685,"score_gpt":0.3227139099367098,"score_spread":0.266169106469943,"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."}}