{"id":"W2884678906","doi":"10.1007/s40979-018-0028-7","title":"Strengthening the research agenda of educational integrity in Canada: a review of the research literature and call to action","year":2018,"lang":"en","type":"review","venue":"International Journal for Educational Integrity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Context (archaeology); Research integrity; Political science; Educational research; Action (physics); Work (physics); Public relations; Engineering ethics; Medical education; Sociology; Pedagogy; Medicine; History; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.03003819,0.00104817,0.003213535,0.02061045,0.01014776,0.01422783,0.004013323,0.00447481,0.004216369],"category_scores_gemma":[0.0893605,0.0007299877,0.001578384,0.03671561,0.01017995,0.007742246,0.004204707,0.006235704,0.0005987131],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1041757,"about_ca_system_score_gemma":0.4779079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8902319,"about_ca_topic_score_gemma":0.951658,"domain_scores_codex":[0.9779179,0.005097718,0.00251792,0.001211538,0.01141292,0.001842088],"domain_scores_gemma":[0.8359109,0.05814558,0.01126617,0.001890352,0.08328067,0.009506353],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001281866,0.00006560775,0.007307224,0.1491484,0.0006138391,0.001047482,0.01359594,0.0005144415,0.0004746807,0.04385322,0.1465414,0.6367096],"study_design_scores_gemma":[0.00003169846,0.00005059123,0.01449088,0.2098282,0.001032042,0.0006997638,0.01539751,0.0001994517,0.0003169585,0.00804665,0.7497594,0.0001467786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005268224,0.9708623,0.0001396024,0.02515773,0.0008369614,0.0000295638,0.00008751933,0.000008924817,0.002350647],"genre_scores_gemma":[0.01126225,0.9821186,0.00081832,0.004812957,0.0004078201,0.00003518066,0.00008282358,0.000007674857,0.0004544053],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9955252,"threshold_uncertainty_score":0.7558513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3320215011370241,"score_gpt":0.5686972580840289,"score_spread":0.2366757569470049,"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."}}