{"id":"W3190109559","doi":"10.1017/pds.2021.546","title":"SURVEYING DESIGN SKILL DEVELOPMENT IN WORK-INTEGRATED LEARNING EXPERIENCES: A REVIEW OF THE LITERATURE","year":2021,"lang":"en","type":"review","venue":"Proceedings of the Design Society","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Graduation (instrument); Context (archaeology); Work (physics); Engineering design process; Process (computing); Engineering education; Engineering ethics; Psychology; Medical education; Pedagogy; Engineering; Engineering management; Computer science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.009852148,0.0003359959,0.00126621,0.00003775481,0.0004979695,0.0001163875,0.001401434,0.0003831131,0.00008973676],"category_scores_gemma":[0.003868862,0.000189567,0.0008921879,0.00443205,0.0004373153,0.0001503892,0.0001967459,0.0009282962,0.000001835543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005491261,"about_ca_system_score_gemma":0.002814628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005924612,"about_ca_topic_score_gemma":0.000003941969,"domain_scores_codex":[0.9961436,0.001221394,0.001018521,0.0004593664,0.0007734182,0.0003836763],"domain_scores_gemma":[0.9968947,0.0007436419,0.001123714,0.0002078515,0.0009541943,0.00007592922],"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":[0.000005025985,0.000260118,0.001570456,0.07039833,0.00019455,2.018027e-7,0.7429492,0.000002839485,0.000002902502,0.0002546122,0.01983821,0.1645236],"study_design_scores_gemma":[0.00005362608,0.000007161219,0.00005465349,0.2589163,0.0001156589,0.000001193549,0.01778572,3.749942e-7,0.0000423727,0.00002774046,0.7227258,0.0002694032],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001655021,0.9972279,0.0001119712,0.0002076424,0.0003128695,0.001755751,0.000001578392,0.00002856065,0.0001882273],"genre_scores_gemma":[0.0001861248,0.9894056,0.008505903,0.0001263265,0.00005526779,0.0004112556,0.000003994183,0.00002627718,0.001279243],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7251635,"threshold_uncertainty_score":0.7730317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1052972580759154,"score_gpt":0.3702533012172415,"score_spread":0.2649560431413261,"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."}}