{"id":"W6894294506","doi":"10.5683/sp3/zd2dvt","title":"Cheating and OLab data","year":2024,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Cheating; Tracking (education); Focus (optics); Subject (documents)","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":[],"consensus_categories":[],"category_scores_codex":[0.002112113,0.002341695,0.001195804,0.002790884,0.001348654,0.002038734,0.003045439,0.002769764,0.01118883],"category_scores_gemma":[0.008626119,0.0005021928,0.00106028,0.003257348,0.0009734176,0.00185178,0.002455764,0.002152789,0.02497929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001594649,"about_ca_system_score_gemma":0.00142302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03386342,"about_ca_topic_score_gemma":0.06381387,"domain_scores_codex":[0.9962131,0.0007102587,0.0003588429,0.0007798795,0.001432356,0.0005056225],"domain_scores_gemma":[0.9960788,0.0005500218,0.0003780142,0.001269798,0.001310917,0.0004124723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000342795,0.0002306248,0.007628634,0.0004328436,0.00006647946,0.0001750669,0.0001352333,0.001268616,0.0005638668,0.0007947627,0.9733827,0.01497836],"study_design_scores_gemma":[0.0003277372,0.0002287957,0.03868881,0.000325611,0.00006918609,0.000867992,0.0007481179,0.01256814,0.003163263,0.003135355,0.9396997,0.000177363],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01835671,0.001013601,0.001074149,0.0009092443,0.0003175854,0.000184326,0.9680278,0.003655166,0.006461311],"genre_scores_gemma":[0.01350337,0.0001310934,0.001796945,0.0002063322,0.00003931914,0.0001453139,0.9818652,0.0001382308,0.002174212],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03386342,"threshold_uncertainty_score":0.06733263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05492348411758789,"score_gpt":0.3305573565143614,"score_spread":0.2756338723967735,"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."}}