{"id":"W6930025508","doi":"10.5255/ukda-sn-9353-1","title":"Quarterly Labour Force Survey Household Dataset, October - December, 2024","year":2025,"lang":"en","type":"other","venue":"UK Data Archive","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Unemployment; Work (physics); Sample (material); Survey data collection; Northern ireland; Data collection; Work force; Data source","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001697208,0.001062404,0.001309751,0.002986112,0.0006743994,0.00144666,0.001509074,0.001047672,0.07632481],"category_scores_gemma":[0.009144119,0.0005397674,0.0007004043,0.007758491,0.0001586566,0.001019499,0.001045189,0.001392651,0.08879746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001704162,"about_ca_system_score_gemma":0.003480689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0979725,"about_ca_topic_score_gemma":0.0960479,"domain_scores_codex":[0.9985862,0.0002327049,0.0002419536,0.0002575025,0.0004450997,0.0002364982],"domain_scores_gemma":[0.9965288,0.0004077925,0.0003433094,0.0002370793,0.00225943,0.0002236622],"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":[0.00004345502,0.00001731648,0.00262652,0.0002662956,0.00002101029,0.00001547914,0.00002788276,0.00007977639,0.00001783617,0.0002637482,0.9920573,0.004563395],"study_design_scores_gemma":[0.0004604518,0.00007455685,0.1043407,0.0006035584,0.00007135832,0.00008147689,0.0004937106,0.0004271112,0.00009382522,0.000699536,0.892614,0.00003968542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0003593158,0.00009902679,0.00007599102,0.0001387473,0.00005782332,0.00005806475,0.9974687,0.00005171167,0.001690645],"genre_scores_gemma":[0.001746772,0.0002122789,0.0002346798,0.0001738046,0.00004516658,0.0005628206,0.9908966,0.00003128717,0.006096501],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0979725,"threshold_uncertainty_score":0.2553319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02280886998782745,"score_gpt":0.3001629332481944,"score_spread":0.2773540632603669,"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."}}