{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002915682,0.0003150754,0.0005539226,0.003367385,0.004672597,0.00469501,0.001541002,0.001111057,0.02158293],"category_scores_gemma":[0.01454938,0.0002416972,0.0007256044,0.004633127,0.002910842,0.009327983,0.007015472,0.004963305,0.001653541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006639201,"about_ca_system_score_gemma":0.01509442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02127122,"about_ca_topic_score_gemma":0.02265741,"domain_scores_codex":[0.995799,0.0006728549,0.0002257694,0.0005060943,0.001313166,0.001483093],"domain_scores_gemma":[0.9873199,0.003830908,0.002197481,0.0002606421,0.002127718,0.004263184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003043389,0.002948796,0.3925833,0.002321466,0.0000999926,0.002324493,0.3068436,0.0001601595,0.0004204157,0.07059366,0.04081574,0.180584],"study_design_scores_gemma":[0.00003018058,0.000327806,0.3409796,0.002346994,0.00004142226,0.0007414968,0.5829722,0.0002060648,0.0001718096,0.007131755,0.0650134,0.0000372523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.90656,0.007803911,0.0005399797,0.01833531,0.0007232038,0.0002508086,0.0008449467,0.00001611951,0.06492572],"genre_scores_gemma":[0.9841659,0.002690385,0.0002222654,0.004417782,0.0001846631,0.0003061357,0.0004716595,0.00002288056,0.007518364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02158293,"threshold_uncertainty_score":0.07220209,"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."}}