{"id":"W6948512944","doi":"10.5255/ukda-sn-6727-32","title":"Quarterly Labour Force Survey, 1992-2022: Secure Access","year":2022,"lang":"en","type":"dataset","venue":"UK Data Archive","topic":"Musicology and Musical Analysis","field":"Arts and Humanities","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006486946,0.0004499177,0.0006986872,0.0003264845,0.0009896508,0.0005556702,0.004585776,0.0001370854,0.4525498],"category_scores_gemma":[0.0001388341,0.0003925478,0.0001738227,0.0001261646,0.000448456,0.0003851935,0.002706689,0.001307306,0.0003598272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002973601,"about_ca_system_score_gemma":0.0001775055,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0459361,"about_ca_topic_score_gemma":0.5064127,"domain_scores_codex":[0.9967912,0.000695174,0.0004792505,0.001064264,0.0004513064,0.0005188016],"domain_scores_gemma":[0.9960531,0.0007746054,0.0003544418,0.002607448,0.00005285401,0.0001575753],"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":[0.00007226965,0.0001445229,0.00001095342,0.0001157277,0.0005017779,0.00009392592,0.001700996,0.000001064892,4.671921e-7,0.007782163,0.9889687,0.0006074596],"study_design_scores_gemma":[0.0002208759,0.0001716153,0.0002089309,0.00001779916,0.0003628798,0.000004414064,0.0004274526,0.00001887779,9.514103e-8,0.004144445,0.9939376,0.0004849964],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001134693,0.0001521739,0.00002053829,0.0003392433,0.001443584,0.0002956011,0.9954652,0.00004475157,0.002125456],"genre_scores_gemma":[0.0001566445,0.0001259891,0.00000916163,0.002928871,0.001516928,0.00007857726,0.9905699,0.00003007205,0.004583787],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4604767,"threshold_uncertainty_score":0.9998527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06972990102895694,"score_gpt":0.2961389290876166,"score_spread":0.2264090280586596,"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."}}