{"id":"W4400482782","doi":"10.55016/ojs/cpai.v6i1.76912","title":"Importance of Invigilator Training","year":2023,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Training (meteorology); Geography; Meteorology","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":[0.03827263,0.0004715835,0.0007603452,0.001848475,0.01476271,0.009142567,0.003176482,0.00809089,0.03495581],"category_scores_gemma":[0.1241226,0.0007344011,0.0005834945,0.0009084491,0.009115265,0.006482788,0.01078546,0.01580883,0.008959052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01052538,"about_ca_system_score_gemma":0.05900725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02402068,"about_ca_topic_score_gemma":0.06435697,"domain_scores_codex":[0.960642,0.01691204,0.001940812,0.002131398,0.01214191,0.006231758],"domain_scores_gemma":[0.8255654,0.04857154,0.009949779,0.01248493,0.04561855,0.05780991],"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":[0.0001551165,0.0005087681,0.009657163,0.0006853043,0.0000274047,0.0019525,0.04795796,0.0003597871,0.002196585,0.0428664,0.5224259,0.3712071],"study_design_scores_gemma":[0.00003334642,0.0003234285,0.01592095,0.002569989,0.00001895399,0.00445586,0.04703215,0.0003437829,0.0009811559,0.01686278,0.9112845,0.0001732044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03246896,0.007717425,0.01449111,0.7437755,0.009211523,0.0006714146,0.00009941202,0.001302994,0.1902616],"genre_scores_gemma":[0.6048902,0.01351591,0.03711879,0.1774015,0.005717609,0.001023085,0.0002510279,0.0008799932,0.1592019],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03827263,"threshold_uncertainty_score":0.2024075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08429498332977862,"score_gpt":0.3931930702152976,"score_spread":0.308898086885519,"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."}}