{"id":"W2979485266","doi":"10.17605/osf.io/x2va3","title":"Academic Integrity: Faculty Development Needs for Canadian Higher Education","year":2019,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic integrity; Higher education; Medical education; Engineering ethics; Business; Economic growth; Medicine; Engineering; Economics","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":[0.01050861,0.0002649058,0.0004876081,0.003529925,0.02635518,0.008901181,0.002777393,0.001903601,0.008773824],"category_scores_gemma":[0.05573983,0.0003036779,0.0004274802,0.005968021,0.00622461,0.003575288,0.004773942,0.003528745,0.0004582137],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1047027,"about_ca_system_score_gemma":0.2604027,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9597302,"about_ca_topic_score_gemma":0.9751406,"domain_scores_codex":[0.9838687,0.002230155,0.0006145321,0.0005681579,0.007438506,0.005279914],"domain_scores_gemma":[0.8762989,0.01329182,0.01337832,0.001355356,0.04841278,0.04726283],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002376648,0.0004255571,0.4278663,0.0008941889,0.00007306549,0.001073611,0.3635006,0.0004329596,0.001559283,0.01830154,0.03735151,0.1482837],"study_design_scores_gemma":[0.00001904215,0.0001144145,0.3727859,0.0004932323,0.00002683279,0.000307884,0.5605603,0.0004015704,0.000462337,0.002197559,0.06250107,0.0001298138],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8870096,0.001857663,0.0003306466,0.06920882,0.0001570867,0.0001076825,0.0006013446,0.00003770861,0.04068943],"genre_scores_gemma":[0.9939713,0.0009440586,0.0003671134,0.001280319,0.00002325607,0.00002327005,0.0001478362,0.000009138078,0.003233691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9980964,"threshold_uncertainty_score":0.7596748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0385985213818489,"score_gpt":0.323848940711174,"score_spread":0.2852504193293251,"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."}}