{"id":"W3155589773","doi":"","title":"The Skills Gap Agenda in Canadian Higher Education Research Summary","year":2019,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Higher education; Pedagogy; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0839883,0.0009386386,0.002165647,0.01897078,0.02255821,0.02451813,0.007023505,0.01029705,0.02214564],"category_scores_gemma":[0.1400456,0.0006508063,0.001641955,0.02783752,0.01571051,0.01098855,0.009292937,0.008862864,0.0009797711],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.341803,"about_ca_system_score_gemma":0.6311469,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9887978,"about_ca_topic_score_gemma":0.9912751,"domain_scores_codex":[0.9473499,0.01443382,0.003177655,0.003366977,0.01787084,0.01380079],"domain_scores_gemma":[0.819809,0.07150815,0.003817395,0.004262616,0.06967419,0.03092876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001015155,0.00004858045,0.006368705,0.002880094,0.0001020381,0.00027687,0.00752324,0.000590714,0.0001463487,0.6730663,0.2488077,0.06008785],"study_design_scores_gemma":[0.0001055137,0.00008428709,0.04348133,0.01739403,0.0002328203,0.0001550314,0.03701956,0.001065706,0.0003813522,0.1076792,0.7921432,0.0002579544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01145963,0.0484399,0.0008085468,0.8334,0.003718349,0.0001714457,0.002143619,0.00005541187,0.09980313],"genre_scores_gemma":[0.5091954,0.07493591,0.009313758,0.3416456,0.004572394,0.0007878234,0.003252933,0.0001888917,0.0561072],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6581969,"threshold_uncertainty_score":0.7634152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1900301729050638,"score_gpt":0.4377995469937944,"score_spread":0.2477693740887306,"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."}}