{"id":"W6967512995","doi":"10.5255/ukda-sn-9054-1","title":"Labour Force Survey Five-Quarter Longitudinal Dataset, April 2021 - June 2022","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; Work (physics); Survey data collection; 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":[0.004451336,0.00173511,0.001876067,0.001288695,0.0006119231,0.0006463027,0.01243897,0.0005150125,0.006400765],"category_scores_gemma":[0.003396711,0.001787844,0.000222218,0.001880681,0.0007296501,0.001056331,0.01666495,0.003118157,0.2979553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002029357,"about_ca_system_score_gemma":0.0008690812,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06064668,"about_ca_topic_score_gemma":0.3066024,"domain_scores_codex":[0.9872144,0.002271247,0.001503831,0.004613569,0.002172504,0.002224467],"domain_scores_gemma":[0.976954,0.003037216,0.001116235,0.01792324,0.0001852763,0.0007840129],"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":[0.0004999624,0.0002731169,0.0003022737,0.0003124001,0.001111526,0.001629654,0.00002962079,0.00001302802,0.00002783341,0.00002482611,0.9956979,0.00007790885],"study_design_scores_gemma":[0.001262627,0.0001343225,0.0164796,0.0002789719,0.000606154,0.00009965995,0.00005265945,0.0001673429,0.000002328511,0.0003177359,0.9787539,0.001844648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00002243029,0.000281102,0.0001087658,0.0001472837,0.002934658,0.001255951,0.995009,0.0001837724,0.00005704075],"genre_scores_gemma":[0.000002114833,0.0009575674,0.0004147495,0.0002123275,0.00173231,0.0001600231,0.9919233,0.0004570514,0.004140572],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2915546,"threshold_uncertainty_score":0.9995395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05938879341192918,"score_gpt":0.3243044368817311,"score_spread":0.2649156434698019,"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."}}