{"id":"W6929751790","doi":"10.5255/ukda-sn-9302-2","title":"Labour Force Survey Two-Quarter Longitudinal Dataset, April - September, 2023","year":2025,"lang":"en","type":"dataset","venue":"UK Data Archive","topic":"Pluripotent Stem Cells Research","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); Data collection; Spring (device); Longitudinal study","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"],"consensus_categories":[],"category_scores_codex":[0.001162706,0.0006456684,0.000593565,0.0002495009,0.0002131498,0.0001753414,0.004825729,0.0003800786,0.0006147367],"category_scores_gemma":[0.0005624921,0.0006345192,0.0001250316,0.0002623954,0.000270683,0.00001577216,0.008213908,0.0008549906,0.0005188558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003077658,"about_ca_system_score_gemma":0.0006346208,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004292337,"about_ca_topic_score_gemma":0.02578769,"domain_scores_codex":[0.9950059,0.0007480274,0.0005682984,0.002123189,0.0006219542,0.0009326444],"domain_scores_gemma":[0.9920994,0.0002636865,0.0002403606,0.00698135,0.0001194291,0.0002957555],"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":[0.0002519465,0.0001169057,0.0002852043,0.0002946175,0.0004950724,0.0001166816,0.000001164336,0.00000981329,0.001351936,0.000004130257,0.9969687,0.0001037675],"study_design_scores_gemma":[0.0008231066,0.0001562085,0.001124954,0.00009620489,0.0001087828,0.000033748,0.000007238924,0.00005492062,0.0003415546,0.00002736953,0.9966063,0.0006195621],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00009491169,0.000753283,0.0005768036,0.00006703891,0.0004375605,0.0006044389,0.9965899,0.00001100864,0.0008650517],"genre_scores_gemma":[0.00006709765,0.001434696,0.000307387,0.0003520161,0.000617801,0.00005312376,0.9902151,0.00003125336,0.006921511],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02149535,"threshold_uncertainty_score":0.9998075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0336932624994397,"score_gpt":0.3317548574360401,"score_spread":0.2980615949366003,"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."}}