{"id":"W2041665201","doi":"10.1108/heswbl-08-2014-0037","title":"Graduate Certificates in Ontario colleges: uniquely engaging in specialized skills development","year":2015,"lang":"en","type":"article","venue":"Higher Education Skills and Work-based Learning","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algonquin College","funders":"","keywords":"Scholarship; Certificate; Credential; Curriculum; Context (archaeology); Value (mathematics); Originality; Medical education; Higher education; Pedagogy; Psychology; Public relations; Sociology; Political science; Computer science; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002563753,0.0002125464,0.00031336,0.001175537,0.008389541,0.006168822,0.001094076,0.00068554,0.006471125],"category_scores_gemma":[0.009944425,0.0002233961,0.0002585068,0.002378469,0.005415911,0.001500353,0.005178806,0.001401741,0.0004114894],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05439794,"about_ca_system_score_gemma":0.1735788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8597441,"about_ca_topic_score_gemma":0.9727674,"domain_scores_codex":[0.9962822,0.0004384247,0.00009112192,0.0003060231,0.00164669,0.001235629],"domain_scores_gemma":[0.9851338,0.001380728,0.001710099,0.0002872032,0.003689913,0.007798312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002102011,0.0002278195,0.4748362,0.001190804,0.00002982919,0.00247643,0.2834843,0.000308848,0.002537947,0.01762567,0.02490932,0.1921626],"study_design_scores_gemma":[0.00001640656,0.0001636716,0.5201887,0.0006130375,0.00002329204,0.0005587591,0.3449784,0.0001956866,0.0006091236,0.001307614,0.1312737,0.00007165777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9378402,0.001649705,0.0008968005,0.007899966,0.0002200019,0.0001579393,0.0003378419,0.0000328661,0.05096468],"genre_scores_gemma":[0.9873896,0.001051348,0.0004669827,0.0007291423,0.00002442935,0.00002821557,0.0001351868,0.00001290684,0.01016209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9456021,"threshold_uncertainty_score":0.3946865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07906839660346114,"score_gpt":0.339607092411249,"score_spread":0.2605386958077878,"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."}}