{"id":"W4406271508","doi":"10.69520/jipe.v6i2.216","title":"Identifying Key Skills for the Future of Work and the Assessments to Build Them","year":2025,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph-Humber","funders":"","keywords":"Key (lock); Work (physics); Process management; Computer science; Engineering management; Psychology; Engineering; Computer security; Mechanical engineering","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":[0.01016256,0.0004943478,0.0002935944,0.001935391,0.001959238,0.005499078,0.001139021,0.001693319,0.004385411],"category_scores_gemma":[0.03829077,0.0004311187,0.0004725088,0.0006313951,0.003452831,0.005357993,0.004682465,0.003022834,0.001662323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002473715,"about_ca_system_score_gemma":0.01076282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002067007,"about_ca_topic_score_gemma":0.004002311,"domain_scores_codex":[0.9933054,0.002278599,0.0005855592,0.0004300056,0.002711417,0.0006890671],"domain_scores_gemma":[0.9740645,0.009658667,0.002566496,0.002361832,0.006102146,0.005246405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009507958,0.0009146674,0.07952713,0.001301363,0.00005048911,0.0005377294,0.04720865,0.003303496,0.007887345,0.09767897,0.02287573,0.7386194],"study_design_scores_gemma":[0.00004833166,0.0008067047,0.2206603,0.004317838,0.00006538613,0.001214655,0.08092718,0.01006677,0.00966159,0.3877449,0.2841592,0.0003271998],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3837273,0.00184286,0.1832045,0.03853485,0.0008371591,0.00282501,0.0005547544,0.001105095,0.3873684],"genre_scores_gemma":[0.803809,0.001300107,0.1813464,0.0009957785,0.00007903785,0.0009444067,0.0002208724,0.00006717714,0.01123728],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01016256,"threshold_uncertainty_score":0.05374539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02647239911580189,"score_gpt":0.4297259408221413,"score_spread":0.4032535417063394,"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."}}