{"id":"W4413770161","doi":"10.1007/978-3-031-97488-5_1","title":"Revisiting Work-Integrated Learning for Adult Learners in Diverse Workplaces","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Work (physics); Psychology; Computer science; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001001681,0.0002003125,0.0003193323,0.0001902944,0.0004024373,0.0001150611,0.0002396521,0.0003796593,0.003012924],"category_scores_gemma":[0.001566028,0.0001959878,0.0001580005,0.0001868616,0.0001852194,0.00008416973,0.0000400037,0.0005510405,0.0001164995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003798103,"about_ca_system_score_gemma":0.0005387625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002351306,"about_ca_topic_score_gemma":0.004265926,"domain_scores_codex":[0.9985539,0.0001306465,0.0003384466,0.0004156337,0.0002388751,0.0003225557],"domain_scores_gemma":[0.998583,0.0006432262,0.000146299,0.0001492204,0.0003769035,0.0001014111],"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":[0.0001202279,0.00003449284,0.0580048,0.0001799314,0.00007486981,0.000003615029,0.01835785,0.0001034393,3.829225e-7,0.6511037,0.05981321,0.2122035],"study_design_scores_gemma":[0.0001685482,0.000009397541,0.0001984313,0.0006854041,0.00002399491,2.948657e-8,0.00791144,0.000005893122,4.415297e-7,0.002405395,0.9883288,0.0002622403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006012449,0.0001482253,0.0002200178,0.004337939,0.0005398691,0.0005791287,0.000003889145,0.0001881883,0.9933815],"genre_scores_gemma":[0.007553842,0.0002689321,0.00134165,0.0004318808,0.0003002176,0.00002787389,0.00004553123,0.00001817297,0.9900119],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9285156,"threshold_uncertainty_score":0.9978985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03557093547699271,"score_gpt":0.3311489481535853,"score_spread":0.2955780126765926,"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."}}