{"id":"W3208579029","doi":"10.1163/22134913-bja10029","title":"Emotions, Simulation, and Abstract Art","year":2021,"lang":"en","type":"article","venue":"Art & Perception","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sadness; Happiness; Psychology; Anger; Gesture; Painting; Perception; Cognitive psychology; Association (psychology); Dream; Emotion classification; Social psychology; Art; Computer science; Visual arts","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009606724,0.00006066052,0.0000759022,0.0000340178,0.0002803804,0.0000971215,0.00002086392,0.00002886279,0.01886941],"category_scores_gemma":[0.00002725319,0.0000576275,0.000025413,0.00001691481,0.00006364864,0.0002809286,0.000009924796,0.000074533,0.00344605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001809521,"about_ca_system_score_gemma":0.00003084634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002255306,"about_ca_topic_score_gemma":0.000611062,"domain_scores_codex":[0.9994863,0.0000170073,0.0001467061,0.0001340408,0.0001019683,0.000113963],"domain_scores_gemma":[0.9996706,0.00003542403,0.00003034917,0.0001047067,0.0001025671,0.0000563816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005076361,0.0005977087,0.0257097,0.0004537899,0.00007258351,0.00004823215,0.2324461,0.001829967,0.008207523,0.1528933,0.4364001,0.1412902],"study_design_scores_gemma":[0.0001348126,0.00002696494,0.1618208,0.00002869655,0.00001009287,0.00000359288,0.003475366,0.0006308767,0.000006014114,0.001343008,0.8324253,0.00009454758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335622,0.00004404808,0.00005901219,0.001930637,0.0002968289,0.00007773286,0.000008005081,0.00005439652,0.06396715],"genre_scores_gemma":[0.9798204,0.0001303331,0.00008016563,0.001558955,0.0005868449,0.000005488056,0.0001036982,0.000006820253,0.01770726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3960252,"threshold_uncertainty_score":0.9973299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06835056538201058,"score_gpt":0.3133515335990225,"score_spread":0.2450009682170119,"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."}}