{"id":"W4396983514","doi":"10.69520/jipe.v4i1.111","title":"Study on Skills Gap Beyond COVID","year":2022,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Virology; Psychology; Medicine; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002811944,0.0001134295,0.0002402902,0.001388805,0.0007550159,0.00000665856,0.000264066,0.00004578925,0.0008326033],"category_scores_gemma":[0.000792567,0.000102459,0.00003418529,0.002436184,0.00002427947,0.0001349024,0.0001162747,0.00103791,0.00001915035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008131964,"about_ca_system_score_gemma":0.001578761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003809682,"about_ca_topic_score_gemma":0.00001391763,"domain_scores_codex":[0.9971346,0.0003958455,0.001596603,0.0001326295,0.0005292267,0.0002110614],"domain_scores_gemma":[0.9974136,0.0003164782,0.001350517,0.0002161714,0.0006666356,0.00003659542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009080252,0.003405806,0.6497865,0.00002382033,0.00004916824,0.000007029328,0.01545272,0.00006171728,0.0002500458,0.04871879,0.2786535,0.00350014],"study_design_scores_gemma":[0.002278466,0.001950759,0.6998939,0.000138101,0.00002971913,0.00002114244,0.158125,0.000001299171,0.00003601039,0.01733357,0.1199522,0.0002398685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965054,0.0001377487,0.0000907851,0.01926178,0.003422926,0.0008056328,0.000006930156,0.00002881055,0.01119138],"genre_scores_gemma":[0.9884031,0.00001596487,0.0001691324,0.006192566,0.0004532844,0.0003142552,0.000009701534,0.00001738785,0.004424581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1587012,"threshold_uncertainty_score":0.9116423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06645613816690972,"score_gpt":0.4513788361490839,"score_spread":0.3849226979821742,"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."}}