{"id":"W2890784557","doi":"10.1007/s40979-018-0030-0","title":"Effectiveness of tutorials for promoting educational integrity: a synthesis paper","year":2018,"lang":"en","type":"article","venue":"International Journal for Educational Integrity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Manitoba","funders":"","keywords":"Academic dishonesty; Cheating; Academic integrity; Psychological intervention; Psychology; Context (archaeology); Medical education; Misconduct; Intervention (counseling); Academic achievement; Pedagogy; Medicine; Social psychology; Political science","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01000176,0.0002324767,0.0003780075,0.0003261509,0.0009431287,0.0002370387,0.001171999,0.0006201745,0.00175536],"category_scores_gemma":[0.03671377,0.0002160427,0.0004335032,0.0002196996,0.000650953,0.001085108,0.00005776222,0.001306656,0.00003694424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008866439,"about_ca_system_score_gemma":0.004178625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001319988,"about_ca_topic_score_gemma":0.0002350391,"domain_scores_codex":[0.9965827,0.0006990369,0.0008397916,0.0003804024,0.001061443,0.0004365693],"domain_scores_gemma":[0.9785208,0.01269022,0.0006474013,0.0001478706,0.007763244,0.0002304456],"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":[0.0009264963,0.000707671,0.003956334,0.0001402939,0.0005014469,3.85573e-7,0.006064281,0.000002500314,0.004593648,0.9441814,0.03148729,0.007438239],"study_design_scores_gemma":[0.0008256388,0.0002112754,0.008258171,0.001075897,0.0001497877,0.00006421227,0.00276112,0.0001227994,0.01473346,0.7533047,0.2180709,0.0004220777],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5218893,0.0007333875,0.04316691,0.296418,0.1040785,0.00466009,0.002327201,0.0001290386,0.02659754],"genre_scores_gemma":[0.964341,0.0000836806,0.01342023,0.0005073521,0.01914341,0.0004649184,0.0001185063,0.00003142002,0.001889512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4424516,"threshold_uncertainty_score":0.9991572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04367702663746247,"score_gpt":0.4205006072596121,"score_spread":0.3768235806221496,"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."}}