{"id":"W4400700038","doi":"10.4324/9781032715544-17","title":"Work-Integrated Learning (WIL)","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004607816,0.0001528185,0.0001705266,0.00008293299,0.000241005,0.0001542896,0.0001735012,0.0003270535,0.04454103],"category_scores_gemma":[0.00007607652,0.0001314552,0.0001316987,0.00008779198,0.0002297441,0.00003999414,0.00002875139,0.0006072999,0.01069489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002304997,"about_ca_system_score_gemma":0.0004085358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001286546,"about_ca_topic_score_gemma":0.001660608,"domain_scores_codex":[0.9989806,0.00003928458,0.0001817124,0.0003045081,0.0002954046,0.0001984515],"domain_scores_gemma":[0.999444,0.0001018382,0.0000439854,0.0001518783,0.0001149478,0.0001433675],"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":[0.000002042824,0.000006280919,0.0003887051,0.00001006062,0.00002413009,0.000002551463,0.003848895,8.851876e-7,1.303477e-7,0.9193407,0.06762507,0.008750557],"study_design_scores_gemma":[0.000013842,0.000006231654,0.00003329607,0.00006889601,0.00001856454,1.063984e-7,0.0003107824,1.825413e-7,2.935745e-7,0.03782944,0.9615622,0.0001561894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005378911,0.0003198879,0.00002511338,0.003370924,0.001359678,0.000135998,0.000002079923,0.0004961345,0.9942364],"genre_scores_gemma":[0.004421485,0.0001349774,0.0001848818,0.0001782389,0.0005230036,0.000005562629,0.00002188674,0.00003059187,0.9944994],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8939371,"threshold_uncertainty_score":0.9900754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04113931552421176,"score_gpt":0.3312447083273732,"score_spread":0.2901053928031614,"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."}}