{"id":"W4284880186","doi":"10.1145/3502717.3532147","title":"Student Reactions to Bots on Course Q&A Platform","year":2022,"lang":"en","type":"article","venue":"","topic":"AI in Service Interactions","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Course (navigation); Computer science; World Wide Web; Multimedia; Operating system; 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":[0.002470156,0.0004683042,0.0005120272,0.000438915,0.0008647998,0.001291076,0.0003586251,0.0008457808,0.005326387],"category_scores_gemma":[0.01902269,0.0002360017,0.0003701104,0.0002224388,0.0004721829,0.000718814,0.0008843653,0.001209609,0.001581831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000433094,"about_ca_system_score_gemma":0.0003092769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000743587,"about_ca_topic_score_gemma":0.00112397,"domain_scores_codex":[0.9977468,0.0009161379,0.0001548432,0.0002577826,0.0006273991,0.0002970585],"domain_scores_gemma":[0.9803692,0.009855731,0.004053432,0.001319542,0.002190029,0.002212139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002998961,0.006500623,0.7903773,0.0004350898,0.0001455064,0.001019609,0.04186415,0.001522598,0.03652386,0.0003433982,0.00703416,0.1112346],"study_design_scores_gemma":[0.0001584682,0.01357283,0.9005297,0.0001767684,0.0001644297,0.0006719423,0.03787334,0.01318935,0.0234021,0.0006256818,0.009430388,0.0002049669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998855,0.000008263547,0.0002953447,0.0000872542,0.00001042383,0.00003714586,0.00003913777,0.00005306299,0.0006142511],"genre_scores_gemma":[0.9976374,0.0000230094,0.0005299021,0.0001485791,0.00001122396,0.00007393531,0.0000556228,0.00001237512,0.001507946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005326387,"threshold_uncertainty_score":0.01781857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05108724614811468,"score_gpt":0.357547317651438,"score_spread":0.3064600715033233,"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."}}