{"id":"W6925102596","doi":"10.17605/osf.io/69vpq","title":"Academic Integrity: Faculty Development Needs for Canadian Higher Education","year":2021,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Spreadsheets and End-User Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Faculty development; Learning development; Academic integrity; Professional development; Academic dishonesty","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":[0.008664715,0.0002239641,0.0003336075,0.002658634,0.02490256,0.008367383,0.002240292,0.001555162,0.01074014],"category_scores_gemma":[0.03963021,0.0002611779,0.0003255938,0.004752447,0.005476929,0.003099083,0.004214809,0.002899002,0.0005190181],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09066655,"about_ca_system_score_gemma":0.2692082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9590736,"about_ca_topic_score_gemma":0.978296,"domain_scores_codex":[0.9856242,0.001928418,0.0004655143,0.0004133458,0.00666234,0.004906141],"domain_scores_gemma":[0.911895,0.009211239,0.007164524,0.0007956837,0.03501479,0.03591881],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002069465,0.0005144655,0.3494954,0.0007442826,0.00004211841,0.001234981,0.3338484,0.0005328952,0.001951094,0.02685622,0.06831025,0.2162629],"study_design_scores_gemma":[0.00001662606,0.0001081132,0.2544036,0.0004257149,0.00001828944,0.0003258721,0.6462291,0.0005185898,0.0005476676,0.002064546,0.09524652,0.00009535102],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8449143,0.001572453,0.0004007792,0.08725186,0.0001772904,0.0001250381,0.0006127686,0.00005440939,0.06489116],"genre_scores_gemma":[0.9881713,0.001124766,0.000561449,0.001987957,0.00002354416,0.0000285766,0.0001840913,0.00001487778,0.007903439],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9984449,"threshold_uncertainty_score":0.6578349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09514643308875805,"score_gpt":0.3807546961347807,"score_spread":0.2856082630460227,"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."}}