{"id":"W1989286093","doi":"10.1017/neu.2014.6","title":"Impaired recognition of happy facial expressions in bipolar disorder","year":2014,"lang":"en","type":"article","venue":"Acta Neuropsychiatrica","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute of Mental Health; Canadian Institutes of Health Research; U.S. Department of Veterans Affairs","keywords":"Emotion recognition; Psychology; Facial expression; Bipolar disorder; Cognition; Facial recognition system; Audiology; Cognitive psychology; Developmental psychology; Neuroscience; Medicine; Pattern recognition (psychology); Communication","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00007722929,0.000149531,0.0002640833,0.0002286833,0.00005281593,0.000006127166,0.00007949313,0.00008128207,0.0001291871],"category_scores_gemma":[0.0001312972,0.000123207,0.0001189935,0.0004049774,0.00003730825,0.00006224425,0.00003236525,0.0001821321,0.00004092708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001327841,"about_ca_system_score_gemma":0.00004357116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001539469,"about_ca_topic_score_gemma":0.00008477282,"domain_scores_codex":[0.9989321,0.0001023526,0.0002998009,0.0002617694,0.0001870799,0.0002168669],"domain_scores_gemma":[0.9993755,0.00007811205,0.00009375061,0.0003090688,0.00003937455,0.0001042434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003505862,0.002195089,0.7740221,0.00008939047,0.00004428322,0.000004159717,0.0003555408,0.000001607278,0.01330121,0.00005400426,0.0008522701,0.2087297],"study_design_scores_gemma":[0.002752075,0.0007728396,0.9269009,0.00005240322,0.0001169546,0.00001956045,0.00004349791,0.0001318469,0.0004192705,0.0002998766,0.06833975,0.0001509971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923056,0.001874152,0.0001124609,0.001588135,0.0002617943,0.0004209375,0.00003158068,0.00006571106,0.003339634],"genre_scores_gemma":[0.9984862,0.0004354216,0.0006823239,0.0001503104,0.00008519832,0.00002230075,0.00004269899,0.00002707368,0.00006845559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2085788,"threshold_uncertainty_score":0.5024236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141374325663094,"score_gpt":0.2521908655511363,"score_spread":0.238053432984827,"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."}}