{"id":"W7027566547","doi":"","title":"Creating an Educative Approach to Academic Integrity within an Ontario College Public–Private Partnership","year":2024,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic integrity; General partnership; Transformational leadership; Higher education; Curriculum; Workforce development; Workforce; Transformative learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0115682,0.0002507145,0.0002648515,0.0009361633,0.02963781,0.01393116,0.002363408,0.002259102,0.008723218],"category_scores_gemma":[0.01556567,0.000342212,0.0003732896,0.001259041,0.01528816,0.004826278,0.01625453,0.004511656,0.001193502],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05156389,"about_ca_system_score_gemma":0.1928446,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.239653,"about_ca_topic_score_gemma":0.5480677,"domain_scores_codex":[0.9883525,0.004634296,0.0002963741,0.0007159238,0.003805862,0.002195148],"domain_scores_gemma":[0.9770812,0.003194382,0.001750976,0.001639575,0.004891077,0.01144272],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007661997,0.0007905245,0.01880176,0.0004856999,0.00002410127,0.001385884,0.531642,0.001132347,0.002892084,0.1274111,0.07724249,0.2381154],"study_design_scores_gemma":[0.00002696876,0.0001970808,0.009534799,0.0005662558,0.00001477701,0.0002937035,0.2784755,0.0008361766,0.001307189,0.009436315,0.6992564,0.00005488776],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3600737,0.001580948,0.03164679,0.1740968,0.001325418,0.001932868,0.000139924,0.000336111,0.4288674],"genre_scores_gemma":[0.8793772,0.001808744,0.02150546,0.004895605,0.000132367,0.0004351636,0.00007515257,0.00008840817,0.09168185],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9977409,"threshold_uncertainty_score":0.4765162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2138254172970538,"score_gpt":0.3864244623085518,"score_spread":0.1725990450114981,"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."}}