{"id":"W3211511124","doi":"10.1145/3472307.3484173","title":"Users, Tasks, and Conversational Agents: A Personality Study","year":2021,"lang":"en","type":"article","venue":"","topic":"AI in Service Interactions","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Huawei Technologies (Canada); University of Waterloo","funders":"","keywords":"Extraversion and introversion; Preference; Personality psychology; Personality; Task (project management); Psychology; Interface (matter); Computer science; Social psychology; Human–computer interaction; Big Five personality traits; Mathematics; Engineering; Statistics","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":[0.001945616,0.0002649844,0.0002487179,0.0008024234,0.0008911649,0.001588243,0.0001920024,0.000419977,0.001730017],"category_scores_gemma":[0.009961725,0.0002612984,0.0003105619,0.0003267752,0.0005019861,0.0009112899,0.0008011314,0.0005817189,0.000395964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002497225,"about_ca_system_score_gemma":0.0001886994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001869055,"about_ca_topic_score_gemma":0.002591999,"domain_scores_codex":[0.9988888,0.0004891797,0.0001336722,0.0001302123,0.0002120793,0.0001460023],"domain_scores_gemma":[0.9887868,0.005576219,0.001823206,0.0007545725,0.001545448,0.001513782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000915368,0.001014425,0.9166647,0.0001045652,0.00009550729,0.0003875482,0.05210547,0.0001251214,0.006246041,0.0001470573,0.0002755358,0.02191879],"study_design_scores_gemma":[0.00003757287,0.001360227,0.9609241,0.00002755888,0.00004173894,0.0006548475,0.03372258,0.0008979092,0.0008589275,0.0001401647,0.001292157,0.00004215811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992869,0.00002646112,0.0001251838,0.00001220526,0.000002689394,0.00001068371,0.00001323587,0.000001716255,0.0005207548],"genre_scores_gemma":[0.9993408,0.00002115885,0.0001502508,0.000026553,0.000004787762,0.00001521565,0.00002137893,0.000001917271,0.0004178598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001945616,"threshold_uncertainty_score":0.01028949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03908660715868092,"score_gpt":0.3073023775844722,"score_spread":0.2682157704257913,"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."}}