{"id":"W4385839746","doi":"10.3389/fpsyg.2023.1111686","title":"Facial affect recognition in context in adults with and without TBI","year":2023,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"National Center for Medical Rehabilitation Research; National Institute of General Medical Sciences; National Institutes of Health","keywords":"Psychology; Gaze; Valence (chemistry); Feeling; Affect (linguistics); Context (archaeology); Facial expression; Eye tracking; Cognitive psychology; Developmental psychology; Social psychology; Communication; Artificial intelligence","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":[0.0002709071,0.0003150348,0.000322982,0.0003996438,0.00043875,0.0005206019,0.0001357876,0.0003641426,0.003002777],"category_scores_gemma":[0.001508852,0.0001105922,0.0001951563,0.0001545423,0.000288473,0.0003891275,0.0005608433,0.0002616185,0.0004621126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002198221,"about_ca_system_score_gemma":0.00008210255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001730323,"about_ca_topic_score_gemma":0.003586011,"domain_scores_codex":[0.9998104,0.00002410209,0.00001950685,0.00006176894,0.00004831604,0.0000359266],"domain_scores_gemma":[0.9996558,0.00003954048,0.0001521419,0.00001973743,0.00006702313,0.00006568869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002233653,0.000273059,0.9132656,0.0001587062,0.00007597029,0.0008965802,0.008339774,0.0001226586,0.03417628,0.00008567528,0.001195738,0.03917629],"study_design_scores_gemma":[0.00001315277,0.0003455851,0.995217,0.00001402911,0.00001879777,0.001042873,0.001934296,0.0001292423,0.0008663432,0.0000595296,0.0003511785,0.000008023524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999083,0.000119315,0.00007901082,0.00002424428,0.000007927638,0.00001465414,0.00009919226,0.000003736097,0.0005688603],"genre_scores_gemma":[0.999319,0.00007911356,0.0001572434,0.0000425937,0.000008716774,0.00002026156,0.0001174072,0.000001644927,0.0002540108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003002777,"threshold_uncertainty_score":0.01004523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05712412343876472,"score_gpt":0.3755691189264161,"score_spread":0.3184449954876514,"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."}}