{"id":"W4400482685","doi":"10.55016/ojs/cpai.v4i2.74220","title":"Capturing Academic Integrity at the University of Lethbridge","year":2021,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Academic integrity; Research integrity; Political science; Engineering ethics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003395524,0.0003155526,0.0004409959,0.0002399187,0.00193969,0.00002871305,0.001398131,0.002880632,0.002984101],"category_scores_gemma":[0.004616797,0.000296339,0.0003040351,0.0007969788,0.002228508,0.0004159992,0.0001889054,0.0223643,0.0003756218],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004331712,"about_ca_system_score_gemma":0.005187657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4503911,"about_ca_topic_score_gemma":0.4644682,"domain_scores_codex":[0.9957002,0.00139753,0.0003897725,0.0007652671,0.0007544089,0.0009928346],"domain_scores_gemma":[0.9968539,0.0009908425,0.0002411505,0.0004928748,0.0006555186,0.0007657447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001071097,0.00003715261,0.008928565,0.0000269347,0.0001274407,0.0001184812,0.1783569,0.0000167151,0.0007579472,0.70126,0.1072884,0.002974495],"study_design_scores_gemma":[0.0003690725,0.00003266733,0.009451931,0.0002314002,0.00007252396,0.00003539822,0.3640033,0.00007184641,0.002078851,0.007949878,0.6151982,0.0005049538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6477932,0.005558544,0.0002266273,0.1359226,0.001100808,0.0005716219,0.0005627251,0.0001391685,0.2081247],"genre_scores_gemma":[0.974314,0.004882893,0.0001097148,0.002640783,0.0006312152,0.000002654668,0.00002420595,0.00002374039,0.0173708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6933101,"threshold_uncertainty_score":0.9999489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0347525536356185,"score_gpt":0.2927348598530859,"score_spread":0.2579823062174674,"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."}}