{"id":"W6930209038","doi":"10.5255/ukda-sn-6727-36","title":"Quarterly Labour Force Survey, 1992-2022: Secure Access","year":2023,"lang":"en","type":"dataset","venue":"UK Data Archive","topic":"Material Selection and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Unemployment; Work (physics); Sample (material); Survey data collection; Rest (music); Work force; Official statistics","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001162993,0.0004248945,0.0005264275,0.000205149,0.000311017,0.001041819,0.004426414,0.000210361,0.005584599],"category_scores_gemma":[0.0003176265,0.0003546634,0.0000517459,0.0003160982,0.0001562307,0.0004826334,0.001931626,0.0004171788,0.01072126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003140965,"about_ca_system_score_gemma":0.0002268255,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08344223,"about_ca_topic_score_gemma":0.09209812,"domain_scores_codex":[0.9965758,0.0007370143,0.0004988426,0.001089233,0.0005096989,0.0005894501],"domain_scores_gemma":[0.9967297,0.0003128455,0.000301986,0.002420101,0.00006074039,0.0001745839],"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":[0.000146871,0.00002604116,0.00000791483,0.0002628991,0.00002905794,0.00002781467,0.00009422212,0.000001249417,0.003473399,0.00002654559,0.9957489,0.0001550861],"study_design_scores_gemma":[0.0002001116,0.00015248,0.0006272643,0.00009173228,0.00003556706,0.00001293286,0.00003690657,0.00001741763,0.0005194878,0.0007413485,0.9970816,0.000483175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0009884126,0.00006534868,0.00007403353,0.0001103779,0.003562212,0.0003904063,0.9945425,0.0001766806,0.00008996073],"genre_scores_gemma":[0.000137021,0.0002835155,0.00007131747,0.0003552588,0.0007917639,0.00005185777,0.9968234,0.00004884891,0.001437045],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.008655897,"threshold_uncertainty_score":0.9999952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06531557580822993,"score_gpt":0.3227229497925728,"score_spread":0.2574073739843429,"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."}}