{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005229563,0.0001553686,0.0002336215,0.0006382058,0.0001244209,0.000009508773,0.0002842825,0.0003036313,0.00642731],"category_scores_gemma":[0.0005136562,0.0001588326,0.0001155725,0.0005547008,0.0001592,0.0001012834,0.00001253969,0.001770751,0.00168258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005297028,"about_ca_system_score_gemma":0.0003610247,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008771978,"about_ca_topic_score_gemma":0.01341987,"domain_scores_codex":[0.9985181,0.000118541,0.0003764883,0.0003910455,0.0001741755,0.0004216539],"domain_scores_gemma":[0.9989046,0.0001743383,0.0001470734,0.000305448,0.0001291058,0.0003394491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006474597,0.00002861449,0.01972592,0.00001076313,0.0001168543,0.00004440328,0.1353983,0.00001161849,0.0002570842,0.6949847,0.1449468,0.004410159],"study_design_scores_gemma":[0.0006788142,0.0001361568,0.6007653,0.0001068073,0.00001704811,0.00003847029,0.2632225,0.0004488019,0.0001563563,0.004464116,0.129515,0.0004505798],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7567637,0.00008485268,0.00001422958,0.004599048,0.0009309485,0.0001836434,0.0001468464,0.0001972087,0.2370795],"genre_scores_gemma":[0.9916087,0.00002883548,0.00002681019,0.001488502,0.0002157374,0.0000341038,0.00001946448,0.00002319816,0.00655466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6905206,"threshold_uncertainty_score":0.9990947,"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."}}