{"id":"W4323526407","doi":"10.1145/3545947.3576368","title":"Virtual Exam Wrappers","year":2022,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Computer science; Software deployment; Replication (statistics); Work (physics); Human–computer interaction; World Wide Web; Software engineering; Engineering","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":[0.01183548,0.001089959,0.000670485,0.002323196,0.0008081899,0.00314558,0.001986522,0.001055128,0.008810992],"category_scores_gemma":[0.07899372,0.0005970172,0.0007945244,0.001518227,0.0009420638,0.003121661,0.004272403,0.001175168,0.002876563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009059415,"about_ca_system_score_gemma":0.001188176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005686556,"about_ca_topic_score_gemma":0.0005685889,"domain_scores_codex":[0.9900357,0.005455573,0.0008788909,0.001144936,0.001604699,0.0008801516],"domain_scores_gemma":[0.9053711,0.04484765,0.008370127,0.02567396,0.009273911,0.006463407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007219026,0.01248846,0.08788918,0.003879034,0.0005918059,0.001764135,0.006998642,0.01618829,0.02433848,0.01052798,0.03780413,0.7903109],"study_design_scores_gemma":[0.003076816,0.04030803,0.3925192,0.003349152,0.001306138,0.002901572,0.008105021,0.05318201,0.09803696,0.01885961,0.3775315,0.0008239813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8828504,0.0007908383,0.07043212,0.0009678951,0.000624853,0.003309246,0.002190518,0.01430335,0.02453076],"genre_scores_gemma":[0.93472,0.0004075126,0.05222364,0.0005782898,0.0001807154,0.002392528,0.002201394,0.0008959945,0.006399961],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01183548,"threshold_uncertainty_score":0.0625928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00967593435844666,"score_gpt":0.2329004292067515,"score_spread":0.2232244948483048,"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."}}