{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006350829,0.0003852546,0.0007247529,0.001545798,0.006163396,0.006989633,0.0008446243,0.002359333,0.02373712],"category_scores_gemma":[0.03933578,0.0002959628,0.0006608649,0.001173174,0.00279854,0.007202007,0.002340658,0.003648381,0.01040922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002127763,"about_ca_system_score_gemma":0.003075503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004732623,"about_ca_topic_score_gemma":0.006920069,"domain_scores_codex":[0.9920796,0.002883701,0.0005026362,0.000813555,0.002544723,0.001175839],"domain_scores_gemma":[0.9767796,0.004767713,0.004441865,0.003074772,0.007803769,0.003132255],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000141536,0.0002339655,0.1306906,0.000504543,0.0002201567,0.002917993,0.1005332,0.0002729284,0.00435985,0.04755191,0.2946778,0.4178956],"study_design_scores_gemma":[0.00001573208,0.0001906291,0.03870601,0.001368855,0.0002156079,0.009722407,0.1386447,0.001269314,0.005713963,0.02440808,0.7795455,0.0001991436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2816637,0.00715686,0.01719851,0.2390569,0.006218432,0.000214844,0.0009206506,0.001345079,0.446225],"genre_scores_gemma":[0.7851782,0.005400741,0.004339481,0.0302597,0.00122897,0.00008029828,0.000340311,0.0005208857,0.1726514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9976407,"threshold_uncertainty_score":0.07940865,"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."}}