{"id":"W3133752603","doi":"10.1145/3442188.3445939","title":"The Ethics of Emotion in Artificial Intelligence Systems","year":2021,"lang":"en","type":"article","venue":"","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":164,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Western University","funders":"","keywords":"Computer science; Human intelligence; Taxonomy (biology); Artificial intelligence; Data science; Proxy (statistics); Cognitive science; Psychology; Machine learning","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":[0.02461711,0.0005757257,0.0006832838,0.001348443,0.003460479,0.01099799,0.001326221,0.004415088,0.00176351],"category_scores_gemma":[0.04116768,0.0004928309,0.0005099542,0.001332795,0.03950179,0.01115977,0.005292852,0.004624772,0.0005187319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004793881,"about_ca_system_score_gemma":0.003612318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002013075,"about_ca_topic_score_gemma":0.0007825177,"domain_scores_codex":[0.9549211,0.03407327,0.001593891,0.002103963,0.006279387,0.00102826],"domain_scores_gemma":[0.9708704,0.01887888,0.001757228,0.004409338,0.003227676,0.0008564244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006456091,0.000006004067,0.000308672,0.00001900084,0.00000553905,0.00002044144,0.001252596,0.0007734568,0.00009248555,0.9943036,0.0005658772,0.00264593],"study_design_scores_gemma":[0.000008535409,0.000009171359,0.0001937682,0.00003843662,0.000002893342,0.00003325489,0.0005799737,0.002741807,0.0001506535,0.9830116,0.01321997,0.000009909731],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.07083939,0.006184928,0.4716635,0.1614153,0.0009533812,0.0002237015,0.0001970493,0.0002010178,0.2883216],"genre_scores_gemma":[0.9479361,0.001451439,0.03873374,0.004892174,0.0004907905,0.0003732171,0.00006672501,0.00009581189,0.005960146],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02461711,"threshold_uncertainty_score":0.1301892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2018845757737116,"score_gpt":0.4505288765141603,"score_spread":0.2486443007404488,"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."}}