{"id":"W1561834115","doi":"10.22329/celt.v3i0.3253","title":"23. No Dilemma at all: The Importance of Liberal Education in Developing Skills for Employability","year":2010,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Liberal education; Dilemma; Employability; Graduation (instrument); Higher education; Discipline; Work (physics); Liberal arts education; Political science; Pedagogy; Sociology; Law; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00499336,0.0003182452,0.0002512395,0.0008163452,0.00688683,0.009051693,0.001227274,0.008466328,0.003893855],"category_scores_gemma":[0.01312053,0.0001760421,0.0002879337,0.000684916,0.03501585,0.00608405,0.003336558,0.007050179,0.0008677635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00648304,"about_ca_system_score_gemma":0.00885634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03888874,"about_ca_topic_score_gemma":0.05209551,"domain_scores_codex":[0.9955497,0.001816412,0.0001651157,0.0003877113,0.001199587,0.0008814845],"domain_scores_gemma":[0.9919486,0.004600593,0.0005091195,0.0003279831,0.001734132,0.0008795449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002973761,0.0000552931,0.002402791,0.0001702735,0.00001060888,0.0004599321,0.0223264,0.000175867,0.000428316,0.8350054,0.1156257,0.02330962],"study_design_scores_gemma":[0.00003639421,0.00006025881,0.01223595,0.0007355339,0.00001479373,0.000248813,0.02910758,0.0001949833,0.0008050001,0.3640937,0.5924081,0.0000588701],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02208103,0.006859027,0.001527584,0.7823383,0.002242659,0.00002604209,0.00005392193,0.00002090596,0.1848505],"genre_scores_gemma":[0.6723254,0.005556674,0.002004754,0.2407922,0.003679739,0.0001282909,0.00003546275,0.00004915385,0.07542833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03888874,"threshold_uncertainty_score":0.07732481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662333127566091,"score_gpt":0.3533555292530561,"score_spread":0.3367321979773952,"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."}}