{"id":"W2025725806","doi":"10.1108/13665620710747906","title":"Student assessment in exemplary work‐based education programs","year":2007,"lang":"en","type":"article","venue":"Journal of Workplace Learning","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Queen's University; Mount Saint Vincent University","funders":"","keywords":"Psychology; Originality; Medical education; Work (physics); Focus group; Identification (biology); Pedagogy; Value (mathematics); Authentic assessment; Workplace learning; Medicine; Sociology; Social psychology; Curriculum; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009464927,0.0001052015,0.0001907695,0.0003186085,0.0003278756,0.0002330497,0.0003063653,0.0001106861,0.0002412314],"category_scores_gemma":[0.0007946242,0.0001050476,0.00007798072,0.001058829,0.00007906694,0.0005627822,0.00001977735,0.001394946,0.00002465569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000665815,"about_ca_system_score_gemma":0.001877013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001641001,"about_ca_topic_score_gemma":0.0002392468,"domain_scores_codex":[0.9971231,0.0009316108,0.0005595638,0.0001411841,0.0008768995,0.0003677035],"domain_scores_gemma":[0.9976726,0.0007522388,0.0009758492,0.0000958992,0.0003071566,0.000196286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005936847,0.0005384986,0.9290102,0.000006942175,0.00001406201,0.00001635028,0.02171238,0.002701984,0.00001415379,0.0002577366,0.0004852959,0.04518301],"study_design_scores_gemma":[0.0003653355,0.0001248593,0.5174049,0.0003425878,0.00002131041,0.000005293743,0.05479225,0.000008592303,0.000005535792,0.0000242628,0.426773,0.0001320811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710727,0.0004362352,0.001475969,0.008358337,0.001372799,0.0002023941,1.390581e-8,0.00003362654,0.01704794],"genre_scores_gemma":[0.9832749,0.0000375184,0.01050275,0.0001870693,0.0006827714,0.000005665106,0.00000137961,0.00001602516,0.005291861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4262877,"threshold_uncertainty_score":0.6060424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02557520001321627,"score_gpt":0.4318253393855114,"score_spread":0.4062501393722951,"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."}}