{"id":"W4391068726","doi":"10.1007/s10072-024-07314-0","title":"Is impairment of facial emotion recognition independent of cognitive dysfunction in multiple sclerosis?","year":2024,"lang":"en","type":"article","venue":"Neurological Sciences","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Sadness; Empathy; Audiology; Cognition; Paced Auditory Serial Addition Test; Emotion perception; Quality of life (healthcare); Interpersonal Reactivity Index; Clinical psychology; Facial expression; Developmental psychology; Psychiatry; Anger; Neuropsychology; Medicine; Perspective-taking","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007257117,0.00009865655,0.0002360859,0.000250528,0.00006772298,0.0000180107,0.00007689302,0.00008197703,0.0002433922],"category_scores_gemma":[0.001177707,0.00006562233,0.00009226651,0.0006937026,0.0005745823,0.000132044,0.00008882757,0.0002137011,0.00002063478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002733683,"about_ca_system_score_gemma":0.00005601021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001010027,"about_ca_topic_score_gemma":0.00004429936,"domain_scores_codex":[0.9982284,0.0001275452,0.0003249866,0.0003849698,0.0007020528,0.0002320981],"domain_scores_gemma":[0.9991874,0.0005115786,0.00006512741,0.00005875156,0.0001150448,0.00006209657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009539805,0.0009443286,0.6587905,0.0002200703,0.00003711851,0.00002210109,0.001152261,0.00004083536,0.06882323,0.00001822117,0.0001840413,0.2688134],"study_design_scores_gemma":[0.0009309334,0.003729612,0.9758556,0.0003535957,0.0000185177,0.00000418985,0.0003204179,0.005650972,0.0128913,0.0001666926,0.00002036137,0.0000577365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975663,0.0001646578,0.00006733001,0.0009283435,0.0001633036,0.0004963701,0.00003516492,0.00003191111,0.0005466046],"genre_scores_gemma":[0.9991879,0.0004703392,0.00009048814,0.0001513061,0.00004554404,0.0000341864,0.000006881187,0.000003393308,0.000009960446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3170652,"threshold_uncertainty_score":0.2676001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1780060990548856,"score_gpt":0.3424756265518044,"score_spread":0.1644695274969188,"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."}}