{"id":"W3203065390","doi":"10.1145/3481842","title":"Toward a more empathic relationship between humans and computing systems","year":2021,"lang":"en","type":"article","venue":"XRDS Crossroads The ACM Magazine for Students","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Empathy; Psychology; Computer science; Knowledge management; Social psychology","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":[0.01067302,0.0004523911,0.0002708045,0.001340878,0.006436639,0.01230161,0.001087597,0.004087654,0.003909533],"category_scores_gemma":[0.01841301,0.0004556834,0.0004596147,0.0006320266,0.02041192,0.01308631,0.00767761,0.01214821,0.0008354381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001784589,"about_ca_system_score_gemma":0.002779368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002973971,"about_ca_topic_score_gemma":0.00259577,"domain_scores_codex":[0.9878926,0.009148356,0.0001653207,0.0005820961,0.001511402,0.0007002538],"domain_scores_gemma":[0.9890053,0.004909714,0.001187315,0.0008500585,0.001991059,0.002056593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004524457,0.0001725588,0.007538388,0.0001498068,0.00003957461,0.0009980997,0.7925041,0.0004363758,0.005476756,0.1614348,0.01310847,0.01809582],"study_design_scores_gemma":[0.00003610282,0.0002196105,0.009460979,0.0003421229,0.00002920129,0.001740187,0.7153386,0.002551473,0.001665289,0.08915919,0.1793357,0.0001215927],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4820093,0.001074908,0.0756148,0.2242591,0.0007855913,0.0001907056,0.00006496097,0.0002845323,0.2157161],"genre_scores_gemma":[0.9718717,0.0003462743,0.00796333,0.01008245,0.00008135445,0.00004531724,0.00001534179,0.00006814105,0.009526031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01230161,"threshold_uncertainty_score":0.056445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1534371475151748,"score_gpt":0.47204357222097,"score_spread":0.3186064247057951,"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."}}