{"id":"W4410942274","doi":"10.1007/978-3-031-90091-4_1","title":"Building on Strengths: Nurturing Cultures of Academic Integrity in Vocational and Polytechnic Education","year":2025,"lang":"en","type":"book-chapter","venue":"Ethics and integrity in educational contexts","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Red River College","funders":"","keywords":"Vocational education; Engineering ethics; Pedagogy; Academic integrity; Sociology; Engineering; Political science; Engineering management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01032533,0.0004100904,0.000364903,0.001027446,0.0100491,0.01593527,0.00148213,0.001942724,0.00379261],"category_scores_gemma":[0.01205706,0.0003308084,0.0002065201,0.0009491976,0.04032843,0.0112286,0.01279008,0.006403433,0.0008513003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00600778,"about_ca_system_score_gemma":0.01521088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003394418,"about_ca_topic_score_gemma":0.01147819,"domain_scores_codex":[0.9903864,0.007028129,0.0001259426,0.0002926509,0.001600867,0.0005660803],"domain_scores_gemma":[0.9885213,0.005789284,0.0006563691,0.001167205,0.001686831,0.002179028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001370533,0.0001087569,0.001549923,0.00007963301,0.000006351898,0.0001399573,0.1853368,0.000129656,0.000371986,0.702424,0.02108417,0.08875515],"study_design_scores_gemma":[0.00001144186,0.0001033563,0.003771738,0.0007898867,0.00001358421,0.0004825405,0.2081563,0.0003354445,0.001816011,0.5168808,0.2676055,0.00003352259],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06805995,0.005152319,0.01466397,0.03282289,0.000567675,0.0001375795,0.00001892679,0.00008063285,0.8784961],"genre_scores_gemma":[0.8618117,0.002536835,0.0118389,0.003602571,0.0001160536,0.0002276368,0.00002567823,0.0001284982,0.1197121],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01593527,"threshold_uncertainty_score":0.0546062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1269479045242127,"score_gpt":0.5009156863844081,"score_spread":0.3739677818601954,"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."}}