{"id":"W2979409885","doi":"10.11575/prism/36597","title":"Academic Integrity: Faculty Development Needs for Canadian Higher Education - Research Project Brief","year":2019,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Academic integrity; Higher education; Engineering ethics; Political science; Public relations; Medical education; Engineering; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002192467,0.00009155453,0.0001678347,0.0005220456,0.000842696,0.00001990422,0.000635571,0.0009246146,0.0006102406],"category_scores_gemma":[0.0001565521,0.0001097171,0.00006505842,0.0005190469,0.000267439,0.0003407791,0.00007482275,0.001935902,0.0001333179],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007472115,"about_ca_system_score_gemma":0.008680422,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6337827,"about_ca_topic_score_gemma":0.03552549,"domain_scores_codex":[0.9984059,0.0002324393,0.0001265518,0.0002249142,0.0005216724,0.0004885673],"domain_scores_gemma":[0.9989727,0.0001889889,0.00007943888,0.000129281,0.0003957985,0.0002337758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001020197,0.00007020636,0.01249272,0.0001023612,0.00006794652,0.00000221031,0.1475917,9.80442e-8,0.0001352066,0.2896591,0.3116314,0.238145],"study_design_scores_gemma":[0.0002168687,0.00002683755,0.008728107,0.00005945533,0.00001064744,3.290099e-7,0.01090419,0.00009358246,0.00004918727,0.002704583,0.9770664,0.0001397984],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5665956,0.0003237427,0.004001672,0.02183436,0.001074148,0.002406576,0.000007980369,0.00008556239,0.4036703],"genre_scores_gemma":[0.4354982,0.0002264502,0.032675,0.0007247911,0.0002120383,0.000007050144,0.0001965344,0.00002283522,0.5304371],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.665435,"threshold_uncertainty_score":0.9969394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0781100110273855,"score_gpt":0.3419845830315825,"score_spread":0.263874572004197,"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."}}