{"id":"W6949002767","doi":"10.5255/ukda-sn-8958-2","title":"Labour Force Survey Two-Quarter Longitudinal Dataset, October 2021 - March 2022","year":2022,"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":[0.00618479,0.00183795,0.001857603,0.001398496,0.001036191,0.0006583499,0.01566638,0.0003038138,0.4036644],"category_scores_gemma":[0.001704768,0.001973758,0.0002518065,0.001709523,0.0007403147,0.001106941,0.03009877,0.005129814,0.03071253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004107926,"about_ca_system_score_gemma":0.001251117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06228498,"about_ca_topic_score_gemma":0.1577213,"domain_scores_codex":[0.9827045,0.004930747,0.001600738,0.005162209,0.003132247,0.002469533],"domain_scores_gemma":[0.9745535,0.002929457,0.001144322,0.0204054,0.0001549841,0.0008123965],"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":[0.0009112977,0.0005440862,0.001062027,0.0002227393,0.001116121,0.001825682,0.00002625001,0.00002335065,0.00003553584,0.00006324626,0.9940268,0.0001428153],"study_design_scores_gemma":[0.001861032,0.0002426907,0.009664902,0.00008381642,0.0006232771,0.0002952612,0.00008135515,0.0001144353,0.000001640277,0.0002234892,0.984731,0.002077097],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00003084807,0.0005020287,0.00008411035,0.0001163461,0.001376383,0.001673378,0.9958677,0.00009011228,0.0002590614],"genre_scores_gemma":[0.00001204882,0.0004888313,0.0004979875,0.0004875921,0.001196466,0.0003711486,0.9955992,0.0004163663,0.0009303889],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3729519,"threshold_uncertainty_score":0.9994365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0570376192004063,"score_gpt":0.3359783093118681,"score_spread":0.2789406901114618,"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."}}