{"id":"W6887701924","doi":"10.17605/osf.io/95q6r","title":"Investigating academic integrity in the Werklund School of Education: Process, policy and perceptions","year":2019,"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; Academic dishonesty; Scholarship; Certificate; Higher education; Perception; Academic advising; Graduate students","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":[0.05265078,0.0002664014,0.0008832327,0.004721359,0.02028204,0.02266864,0.002219187,0.004173351,0.006190238],"category_scores_gemma":[0.09084322,0.0007420941,0.0003126498,0.005533798,0.02157913,0.01682511,0.01713884,0.008002343,0.00119536],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0210237,"about_ca_system_score_gemma":0.0302816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01425193,"about_ca_topic_score_gemma":0.01424702,"domain_scores_codex":[0.9520836,0.0224072,0.002416709,0.003317512,0.01255349,0.007221516],"domain_scores_gemma":[0.8651208,0.06366535,0.03043626,0.005454019,0.01446235,0.02086107],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00008299889,0.0003323743,0.1134346,0.0002198163,0.00001352767,0.0005956237,0.8058121,0.0001046426,0.0006821833,0.03409033,0.003875842,0.04075603],"study_design_scores_gemma":[0.00001174018,0.00009954417,0.03955393,0.0003757073,0.000007113907,0.0002305828,0.904841,0.0001963058,0.0009242435,0.005644402,0.04807154,0.00004388257],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532283,0.001731072,0.001275172,0.02236706,0.0001038773,0.0001158135,0.00004963856,0.00003050765,0.02109864],"genre_scores_gemma":[0.995029,0.0004859538,0.0003278393,0.001034359,0.00002672792,0.00005429953,0.00002192758,0.00001565084,0.00300416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9958267,"threshold_uncertainty_score":0.2784473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330786262813849,"score_gpt":0.3454967278226579,"score_spread":0.3221888651945194,"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."}}