{"id":"W6967324635","doi":"10.5255/ukda-sn-8879-1","title":"Labour Force Survey Five-Quarter Longitudinal Dataset, July 2020 - September 2021","year":2021,"lang":"en","type":"dataset","venue":"UK Data Archive","topic":"Pregnancy and Medication Impact","field":"Medicine","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":["insufficient_payload"],"category_scores_codex":[0.0009725949,0.0006152657,0.001052358,0.0001990131,0.0001646698,0.0001037615,0.001616768,0.0003321482,0.01171593],"category_scores_gemma":[0.0021426,0.0005432441,0.0001374329,0.0003861733,0.0002540382,0.0003160529,0.001680141,0.001531166,0.004423907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006140366,"about_ca_system_score_gemma":0.001252724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001553653,"about_ca_topic_score_gemma":0.004245158,"domain_scores_codex":[0.9955481,0.0005476622,0.0007466218,0.001571354,0.0008492215,0.0007370251],"domain_scores_gemma":[0.9914254,0.0007968203,0.0004029234,0.006496901,0.000138297,0.0007396487],"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":[0.0002186763,0.0002651981,0.0004763529,0.0005271579,0.0006399472,0.001353521,0.00003074516,4.16654e-7,0.00001104321,0.000003056887,0.9960681,0.00040574],"study_design_scores_gemma":[0.001541362,0.0001503082,0.02663641,0.001502067,0.0007041006,0.0004895185,0.00002951902,0.00002586702,0.000008276833,0.00003367296,0.9683796,0.0004993059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00002201271,0.001730803,0.000356089,0.0005169766,0.000806879,0.0006279368,0.9952868,0.0000240886,0.0006284423],"genre_scores_gemma":[0.00002481872,0.002753758,0.0006048311,0.001885336,0.001257192,0.00004701846,0.9888764,0.00004517784,0.004505483],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02768856,"threshold_uncertainty_score":0.9997019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04988876015021577,"score_gpt":0.3473532151488921,"score_spread":0.2974644549986764,"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."}}