{"id":"W2128001078","doi":"10.1037/a0021908","title":"Meta-analysis of facial affect recognition difficulties after traumatic brain injury.","year":2011,"lang":"en","type":"review","venue":"Neuropsychology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":200,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Traumatic brain injury; Psychology; Affect (linguistics); Population; Audiology; Facial expression; Perception; Rehabilitation; Physical medicine and rehabilitation; Psychiatry; Medicine; Neuroscience; Communication","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":[],"category_scores_codex":[0.0008955547,0.0007047418,0.008140921,0.002231075,0.00003970619,0.00001893689,0.0004237029,0.0006906391,0.01072324],"category_scores_gemma":[0.0005380926,0.0004845775,0.005676128,0.001943157,0.0004351216,0.00005894372,0.00009420417,0.001095159,0.0006720598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004792726,"about_ca_system_score_gemma":0.0001129036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002223944,"about_ca_topic_score_gemma":0.00002043688,"domain_scores_codex":[0.9941826,0.002124274,0.001664974,0.0009755905,0.0005000253,0.0005525119],"domain_scores_gemma":[0.9962189,0.001190171,0.0007642204,0.00142129,0.0001906268,0.0002148551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0002892657,0.000532711,0.00001138146,0.009948219,0.1876224,0.0001094705,0.0003634765,3.366949e-8,0.000005576279,0.00002118592,0.001604312,0.799492],"study_design_scores_gemma":[0.0004901179,0.001392958,0.002852314,0.0005416548,0.7590044,0.0002319342,0.00001936131,0.000001569539,0.000002229823,0.00005099967,0.2349721,0.0004403441],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002674042,0.9907691,0.00004945627,0.0001852869,0.0003739366,0.002442898,0.0009061854,0.0001072185,0.002491902],"genre_scores_gemma":[0.001216336,0.9939331,0.0005577397,0.0005820621,0.0001466168,0.00127256,0.0005850827,0.0001739416,0.001532501],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7990516,"threshold_uncertainty_score":0.9997606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4740036068971258,"score_gpt":0.4693027835300556,"score_spread":0.004700823367070173,"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."}}