{"id":"W3147592868","doi":"10.1109/icsmc.2012.6378078","title":"The EMPATHY MACHINE","year":2012,"lang":"en","type":"article","venue":"","topic":"Color perception and design","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Empathy; Computer science; Psychology; 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":[0.0007921978,0.0004016935,0.0002608912,0.0005769553,0.001219759,0.002018047,0.0006420124,0.001204051,0.01939383],"category_scores_gemma":[0.003823303,0.0001787123,0.0003622425,0.0002605268,0.001843654,0.00311242,0.002761429,0.001006004,0.004615013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005052663,"about_ca_system_score_gemma":0.0005077149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000420387,"about_ca_topic_score_gemma":0.000370833,"domain_scores_codex":[0.9991277,0.0003003304,0.0000369172,0.0002368958,0.0002012847,0.00009688402],"domain_scores_gemma":[0.999317,0.0002880274,0.00006846682,0.0001293567,0.000112959,0.00008412411],"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":[0.0002345431,0.0001110926,0.004636194,0.0003591861,0.00005014438,0.0004462127,0.002103843,0.002543163,0.01823707,0.3694735,0.04517536,0.5566297],"study_design_scores_gemma":[0.00006648814,0.0003437519,0.01201849,0.0003325177,0.00008467691,0.002745051,0.001947678,0.05043505,0.01996743,0.3371348,0.574813,0.0001111087],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.07231547,0.004530524,0.4992883,0.0186732,0.001609436,0.0004309678,0.001027099,0.0039633,0.3981617],"genre_scores_gemma":[0.7728685,0.001527288,0.1451654,0.002701011,0.0003856363,0.0003552795,0.0006270818,0.0002347172,0.07613514],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01939383,"threshold_uncertainty_score":0.06487882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04733080800328404,"score_gpt":0.3537368911237552,"score_spread":0.3064060831204712,"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."}}