{"id":"W3000934097","doi":"10.24908/pceea.vi0.13791","title":"TRANSFERABLE SKILLS: FROM WORK TO SCHOOL","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"York University","keywords":"Transferable skills analysis; Skills management; Transferability; Consistency (knowledge bases); Communication skills; Diligence; Life skills; Work (physics); Psychology; Emphasis (telecommunications); Term (time); Pedagogy; Mathematics education; Medical education; Computer science; Engineering; Political science; Higher education; Social psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.00161073,0.000374102,0.0002940519,0.001704368,0.003976217,0.004303585,0.001374579,0.001105548,0.008099999],"category_scores_gemma":[0.005874061,0.0002857219,0.000408762,0.001127042,0.003592317,0.003677045,0.006541579,0.002545657,0.001383964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001998412,"about_ca_system_score_gemma":0.002932091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002844707,"about_ca_topic_score_gemma":0.00417452,"domain_scores_codex":[0.9980277,0.0006538078,0.00008281407,0.0002872265,0.0003873646,0.000560983],"domain_scores_gemma":[0.9966676,0.00095315,0.0003984357,0.0004401451,0.0004792081,0.001061617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001241239,0.003096255,0.08713819,0.000615574,0.00002965675,0.00450852,0.5388068,0.0007328428,0.00821555,0.01803118,0.003670711,0.3350306],"study_design_scores_gemma":[0.00003473356,0.001360097,0.1560345,0.0007721694,0.00003105457,0.002971497,0.7242854,0.001140715,0.005775467,0.01707774,0.09042921,0.00008742999],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9376227,0.0002916857,0.007126165,0.001247299,0.00004772657,0.0001949698,0.00005118962,0.00009862117,0.05331983],"genre_scores_gemma":[0.9914699,0.0001834284,0.002354874,0.0001278221,0.000008868828,0.00005791183,0.0000317235,0.00001741858,0.005748018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008099999,"threshold_uncertainty_score":0.02709723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006686394222117223,"score_gpt":0.2256110995316629,"score_spread":0.2189247053095457,"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."}}