{"id":"W6930143948","doi":"10.5255/ukda-sn-8998-1","title":"Labour Force Survey Two-Quarter Longitudinal Dataset, January - June, 2022","year":2022,"lang":"en","type":"dataset","venue":"UK Data Archive","topic":"Oral microbiology and periodontitis research","field":"Dentistry","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; Longitudinal study; Longitudinal data","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","research_integrity","insufficient_payload"],"consensus_categories":["open_science","insufficient_payload"],"category_scores_codex":[0.002137317,0.0007132855,0.0009467233,0.0004654904,0.0008126724,0.0003214688,0.007246655,0.0003384873,0.2390383],"category_scores_gemma":[0.0005723007,0.0007232991,0.0001491992,0.0004636674,0.000545153,0.0004551277,0.01157459,0.003465354,0.006426375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008660178,"about_ca_system_score_gemma":0.0004587705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03092416,"about_ca_topic_score_gemma":0.1865884,"domain_scores_codex":[0.9927526,0.002408981,0.0007694488,0.002200987,0.0006934307,0.001174614],"domain_scores_gemma":[0.9914162,0.001135106,0.0003632262,0.006721766,0.00006803539,0.0002956308],"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":[0.0004670559,0.0001902364,0.004934541,0.0001838645,0.0004653058,0.002587355,0.000008688885,0.000001994557,0.00007021453,0.00002879005,0.9909573,0.0001047034],"study_design_scores_gemma":[0.0009316992,0.0001502403,0.02609118,0.00003762724,0.0001170437,0.0005953017,0.00002924845,0.000007453811,0.000004499913,0.00009785795,0.9711846,0.0007532242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000386066,0.0008514521,0.00004128143,0.00009392629,0.002880746,0.0006733724,0.9948224,0.0000406043,0.0002101552],"genre_scores_gemma":[0.00005188327,0.0006907414,0.0001041997,0.0003772271,0.0005932099,0.00009403052,0.9928316,0.00005601039,0.005201115],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2326119,"threshold_uncertainty_score":0.9995218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05472768058488509,"score_gpt":0.354771095702885,"score_spread":0.3000434151179999,"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."}}