{"id":"W7135798543","doi":"","title":"Conference presentation, SAS 2021: Effects of friendship preferences and context on emotion recognition","year":2021,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Francisco; University of California, Santa Barbara; University of Illinois at Urbana-Champaign; University of California, Davis; Stony Brook University; Max-Planck-Institut für Bildungsforschung; Université Lumière Lyon 2; National Research University Higher School of Economics; Medizinische Universität Wien; University of Haifa; Universitetet i Oslo; Keele University; Aston University; Centre National de la Recherche Scientifique; Universiteit Stellenbosch; Simon Fraser University; Sapienza Università di Roma; Tsinghua University; Università degli Studi di Trento; University of Massachusetts Amherst; University of Toronto Mississauga; Hebrew University of Jerusalem; Pennsylvania State University; Lunds Universitet; Rice University; Technische Universität Dresden; University of Tsukuba; Nanyang Technological University; Coventry University; Uniwersytet im. Adama Mickiewicza w Poznaniu; University of Sussex; Yale University; University of Nevada, Reno; Université de Technologie de Compiègne; Capital Medical University; Korea University; University of Toronto; Imperial College London; Macquarie University; Boston College; St. Norbert College; Brown University; University of Oregon; Universität Wien; Kingston University; University of California, Irvine; University of Dayton; Weizmann Institute of Science; University of Oxford; McGill University; Université de Strasbourg; University of Hawai'i; University of Tehran; Universiteit van Amsterdam; Georgia State University; KU Leuven; Washington University in St. Louis; University of Pittsburgh; Chinese University of Hong Kong; Queen's University Belfast; University of Glasgow; University of East London; University of California, Los Angeles; North Carolina State University; Aarhus Universitet; Humboldt-Universität zu Berlin; DePaul University; School of Medicine, Stanford University; Arizona State University; Linköpings Universitet; University of Miami; Queen's University; University of North Carolina at Chapel Hill; Harvard University; University of Southern California; Yonsei University; Northwestern University; University of Missouri; Wake Forest University; Massachusetts Institute of Technology; Université de Recherche Paris Sciences et Lettres; Radboud Universiteit","keywords":"Friendship; Context (archaeology); Emotion recognition; Emotion classification; Emotion work","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003982787,0.0001377951,0.0002126757,0.0003727365,0.0002311896,0.00003793524,0.0001253177,0.0001877356,0.003704415],"category_scores_gemma":[0.000273969,0.0001527994,0.00006897418,0.0005035852,0.0002880834,0.0002620825,0.00009262328,0.0004215922,0.000199889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004329293,"about_ca_system_score_gemma":0.000157343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005232915,"about_ca_topic_score_gemma":0.0001216607,"domain_scores_codex":[0.9973927,0.001101171,0.0001948483,0.0004769171,0.0005001373,0.0003341992],"domain_scores_gemma":[0.9979207,0.0005405916,0.0001218606,0.0002321233,0.0009908302,0.0001938834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002947389,0.005374672,0.05126865,0.001819485,0.00128041,0.003670095,0.02033569,0.000005988053,0.008003004,0.2827309,0.05753043,0.5650333],"study_design_scores_gemma":[0.01206553,0.004901786,0.7365587,0.002134623,0.0002941584,0.0000929328,0.1120087,0.00004574759,0.0936993,0.02346397,0.0135395,0.001194988],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9050012,0.00003837872,0.0002758962,0.0009219938,0.0002617403,0.0004401077,0.00007672317,0.00003545907,0.09294845],"genre_scores_gemma":[0.9921797,0.0004111702,0.00007365568,0.00003321476,0.00006681293,0.000004944556,0.0003149267,0.00001111128,0.006904468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6852901,"threshold_uncertainty_score":0.9972063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06126401001802997,"score_gpt":0.3308060269144715,"score_spread":0.2695420168964415,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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