{"id":"W6929730551","doi":"10.5255/ukda-sn-8916-1","title":"Labour Force Survey Five-Quarter Longitudinal Dataset, October 2020 - December 2021","year":2022,"lang":"en","type":"dataset","venue":"UK Data Archive","topic":"Genomic variations and chromosomal abnormalities","field":"Biochemistry, Genetics and Molecular Biology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004867016,0.0004691509,0.0003989554,0.00007633765,0.0003176948,0.0001295204,0.002229996,0.0002099197,0.03556616],"category_scores_gemma":[0.0001879118,0.0004738453,0.00009828461,0.0001234681,0.0001254021,0.00001603326,0.004526531,0.0004920146,0.0002437705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002546385,"about_ca_system_score_gemma":0.0003484838,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005182451,"about_ca_topic_score_gemma":0.02268075,"domain_scores_codex":[0.997,0.0004207741,0.0004666514,0.001281904,0.0003121231,0.000518493],"domain_scores_gemma":[0.9958138,0.0001025578,0.0002663118,0.003592556,0.00005844699,0.0001663098],"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":[0.000126021,0.00009582279,0.0007749273,0.00005485366,0.000356161,0.00006094886,0.00001633134,0.00002426162,0.0001238932,0.00001615763,0.9983146,0.00003608016],"study_design_scores_gemma":[0.0004234065,0.0001784928,0.00476213,0.00001190508,0.0001332945,0.0000962643,0.00007141799,0.00001039942,0.00003647297,0.00005712932,0.9936512,0.000567858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001304265,0.0004314705,0.0001284802,0.00006754599,0.0005169524,0.0002789898,0.9971362,0.000004967013,0.0001311364],"genre_scores_gemma":[0.0004760608,0.001042648,0.000290056,0.0004124967,0.0007180498,0.00006523789,0.9950395,0.00003755442,0.001918458],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03532239,"threshold_uncertainty_score":0.9997713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0201612136543954,"score_gpt":0.2688801245732076,"score_spread":0.2487189109188122,"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."}}