{"id":"W4400482706","doi":"10.55016/ojs/cpai.v2i2.68053","title":"Social Media Enabled Contract Cheating","year":2019,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cheating; Social media; Social contract; Business; Internet privacy; Sociology; Social psychology; Psychology; Computer science; Political science; World Wide Web; Law","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005412149,0.0003359608,0.0003882096,0.0006080277,0.0003008506,0.0002594351,0.0005656367,0.0004916447,0.001073503],"category_scores_gemma":[0.002005145,0.0003440435,0.0001550253,0.0006496163,0.0001654588,0.001310089,0.00007526131,0.00267037,0.002776281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001222714,"about_ca_system_score_gemma":0.0003117273,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04172567,"about_ca_topic_score_gemma":0.02965445,"domain_scores_codex":[0.9978238,0.00001651014,0.0003328144,0.0006541447,0.0003286224,0.0008441091],"domain_scores_gemma":[0.9990135,0.0001842227,0.0002315528,0.0002224783,0.0002694563,0.00007872564],"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":[0.00006696101,0.00003807097,0.02707144,0.00006481374,0.00003782598,0.00002660725,0.002397557,0.00000359003,0.0007326566,0.9457737,0.02008162,0.003705121],"study_design_scores_gemma":[0.004139961,0.0001037729,0.4154792,0.001034447,0.0001310847,0.0000307537,0.05466541,0.004932208,0.0008589766,0.08973683,0.4250367,0.003850604],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7112098,0.0001381218,0.00001408229,0.003742817,0.0005959825,0.0003590819,0.00002881666,0.0001665217,0.2837448],"genre_scores_gemma":[0.9933167,0.000009444796,0.00002340644,0.003353562,0.002170781,0.00002020475,0.00002720164,0.00005529166,0.001023438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8560369,"threshold_uncertainty_score":0.9999012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02447032091078261,"score_gpt":0.2539464054245958,"score_spread":0.2294760845138132,"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."}}