{"id":"W4323526371","doi":"10.1145/3545947.3569609","title":"Who's Cheating Whom","year":2022,"lang":"en","type":"article","venue":"","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cheating; Misconduct; Punitive damages; Focus (optics); Psychology; Academic integrity; Narrative; Medical education; Social psychology; Political science; Medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001330332,0.00002723405,0.00004549481,0.00001925414,0.001965163,0.0000340687,0.0001833153,0.00007758435,0.01322439],"category_scores_gemma":[0.0001648636,0.00002728987,0.0000242468,0.0001460295,0.00007531254,0.00007296588,0.00006469239,0.0006907132,0.0000584442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007075033,"about_ca_system_score_gemma":0.0001009843,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008365668,"about_ca_topic_score_gemma":0.0004988167,"domain_scores_codex":[0.9992207,0.0001886246,0.00006526418,0.00007776015,0.000288799,0.0001588276],"domain_scores_gemma":[0.9997703,0.0001144774,0.00001975965,0.00004252108,0.00001371095,0.00003917289],"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":[0.000003195728,0.00001280583,0.006886443,0.000001244513,0.000004880387,0.000002888983,0.06595185,0.00002257071,0.00006105621,0.7968068,0.1190078,0.01123845],"study_design_scores_gemma":[0.00003463234,0.00000819033,0.0003048828,0.00000105957,0.000001492113,6.438837e-7,0.03528811,0.0001408912,0.00003641627,0.006823804,0.9573088,0.00005104754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07815084,0.00004552802,0.0003730569,0.01113276,0.0002872335,0.00006212285,0.000002927545,0.00008396773,0.9098616],"genre_scores_gemma":[0.9217153,0.000009302391,0.0003444185,0.002383859,0.000257851,0.000009127096,0.000001942471,0.000002684472,0.07527549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8435645,"threshold_uncertainty_score":0.9993342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352818981899385,"score_gpt":0.3053424487227775,"score_spread":0.2818142589037837,"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."}}