{"id":"W4400482654","doi":"10.55016/ojs/cpai.v1i1.53121","title":"Reflections on academic integrity and academic dishonesty: How did we get here, and how do we get out?","year":2018,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Academic dishonesty; Academic integrity; Dishonesty; Psychology; Cheating; Social psychology","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"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.004747292,0.0009920847,0.0009851003,0.001162306,0.00304227,0.0003884246,0.00157492,0.00813417,0.0003210635],"category_scores_gemma":[0.007896318,0.0009470439,0.0002513827,0.001101248,0.004916605,0.001663703,0.0002227828,0.0482917,0.0002261919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00328159,"about_ca_system_score_gemma":0.00252238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05236382,"about_ca_topic_score_gemma":0.1346073,"domain_scores_codex":[0.992162,0.001726454,0.0006090624,0.002093745,0.001215826,0.002192916],"domain_scores_gemma":[0.9943305,0.00148602,0.0004539799,0.000638944,0.0006563738,0.002434157],"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":[0.000308401,0.00006531866,0.01118595,0.00007223368,0.0002063214,0.00004504137,0.195485,6.599133e-7,0.0007416275,0.6330341,0.1372235,0.02163181],"study_design_scores_gemma":[0.0007536391,0.0004925427,0.004356813,0.0009719199,0.0001309649,0.00008643634,0.2477665,0.0001022602,0.000501455,0.0679281,0.6754347,0.001474636],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3103638,0.01295036,0.0002618693,0.6199649,0.002779633,0.001715312,0.0009519577,0.00050882,0.05050332],"genre_scores_gemma":[0.9242074,0.05672477,0.0002661831,0.005705699,0.004529159,0.00008930999,0.00002234363,0.00009569061,0.008359411],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6142592,"threshold_uncertainty_score":0.999298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06702713484254193,"score_gpt":0.3676613895498667,"score_spread":0.3006342547073248,"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."}}