{"id":"W4366524161","doi":"10.1037/emo0001162","title":"Emotions do reliably co-occur with predicted facial signals: Comment on Durán and Fernández-Dols (2021).","year":2023,"lang":"en","type":"review","venue":"Emotion","topic":"Face Recognition and Perception","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto","funders":"","keywords":"PsycINFO; Psychology; Happiness; Set (abstract data type); Interpretation (philosophy); Amusement; Meta-analysis; Clinical psychology; Social psychology; Cognitive psychology; Linguistics; MEDLINE; Medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003354564,0.0004825604,0.0008021812,0.0004294836,0.0004015563,0.000226473,0.0001872335,0.0003634254,0.00116481],"category_scores_gemma":[0.0003086344,0.0003868155,0.0001944679,0.0006470558,0.0001332435,0.0001811227,0.00005492873,0.0006395968,0.002194614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001947175,"about_ca_system_score_gemma":0.0001261852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001852878,"about_ca_topic_score_gemma":0.000007335438,"domain_scores_codex":[0.9969648,0.0006511721,0.0005604652,0.0008592187,0.0005969129,0.0003674749],"domain_scores_gemma":[0.9986773,0.0003589229,0.0003507894,0.0003552228,0.00006614254,0.0001916068],"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":[0.00004805337,0.0003175562,0.000007149242,0.00443891,0.00004956542,0.000038611,0.0003451439,0.00002837091,0.00009292163,0.0001797294,0.02512375,0.9693303],"study_design_scores_gemma":[0.0005499552,0.0005007304,0.0001793734,0.01111847,0.0002259814,0.00006872657,0.00006876659,0.00008435878,0.0000332003,0.00009770604,0.9865897,0.0004830077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01556508,0.7860491,0.007482005,0.0132223,0.01475042,0.04614192,0.03699168,0.008866475,0.07093105],"genre_scores_gemma":[0.0006463138,0.9956325,0.0000320957,0.0005593598,0.0003516626,0.0001647705,0.0009413637,0.00008972505,0.001582204],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9688472,"threshold_uncertainty_score":0.9998584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1587700363015846,"score_gpt":0.3742621962017903,"score_spread":0.2154921599002057,"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."}}