{"id":"W6887730962","doi":"10.17605/osf.io/98wfm","title":"Academic Integrity in the Canadian Context: A Comprehensive Literature Review 1992-2017","year":2018,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic integrity; Research integrity; Personal Integrity; Work (physics); Academic dishonesty; Context (archaeology)","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01162254,0.0009903772,0.002051467,0.03347592,0.01052114,0.01392211,0.003260836,0.002516016,0.007502907],"category_scores_gemma":[0.05550392,0.0008958508,0.001392107,0.09851968,0.006876226,0.005734383,0.003895509,0.003237619,0.0006675724],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2106547,"about_ca_system_score_gemma":0.5273169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9923518,"about_ca_topic_score_gemma":0.9960216,"domain_scores_codex":[0.9851659,0.001270259,0.001547168,0.001180514,0.008704618,0.002131594],"domain_scores_gemma":[0.8781149,0.02286916,0.009380265,0.00141304,0.0824741,0.005748567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003539206,0.000126262,0.07988977,0.0733211,0.0009958338,0.001706773,0.03174735,0.001275161,0.0004717769,0.06399763,0.2456152,0.5004992],"study_design_scores_gemma":[0.00003130699,0.00003757895,0.2148272,0.06260607,0.00101779,0.000520783,0.03023936,0.0002662,0.0004142097,0.002695685,0.6870996,0.0002441047],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01850461,0.9159738,0.0003633247,0.02335574,0.0009310464,0.0001188181,0.007856579,0.00003836114,0.03285778],"genre_scores_gemma":[0.1491752,0.8404708,0.0007726164,0.003413148,0.0003332215,0.00007642281,0.002309353,0.0000413049,0.003407994],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.997484,"threshold_uncertainty_score":0.9155287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03829657442306453,"score_gpt":0.3336232378740422,"score_spread":0.2953266634509776,"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."}}