{"id":"W4414180527","doi":"10.1192/j.eurpsy.2025.1024","title":"Features of cognitive impairment in affective disorders","year":2025,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Human Health and Disease","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Anxiety; Hamilton Anxiety Rating Scale; Panic disorder; Agoraphobia; Rumination; Cognitive impairment; Rating scale","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001513555,0.0002360361,0.0001933927,0.0006981931,0.0003618991,0.0002739525,0.0001447029,0.0001809302,0.002113329],"category_scores_gemma":[0.0007081206,0.00005893887,0.0001402746,0.0004789295,0.0001734798,0.000140523,0.0001969171,0.0001919967,0.0002386604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002077575,"about_ca_system_score_gemma":0.0002379466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002326287,"about_ca_topic_score_gemma":0.002783432,"domain_scores_codex":[0.999866,0.00002630441,0.00001887888,0.00001717341,0.00003279808,0.00003890265],"domain_scores_gemma":[0.999743,0.0000476225,0.0001074747,0.000008841352,0.00003103102,0.00006196998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000255289,0.0001032856,0.9713687,0.0001236398,0.00004249921,0.004402306,0.0003621204,0.00007805791,0.001797859,0.0001313318,0.0009120104,0.02042289],"study_design_scores_gemma":[0.000007070591,0.0001113241,0.9864432,0.00002917236,0.00002112073,0.01192893,0.0001676173,0.00007332872,0.00009683519,0.0001122011,0.001005857,0.000003432621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864297,0.002511208,0.0001775846,0.0002185163,0.00003282085,0.00005472377,0.0003878184,0.00001683066,0.01017087],"genre_scores_gemma":[0.998778,0.0004301989,0.00009955455,0.00008299037,0.0000380548,0.00001141517,0.0001572905,8.028291e-7,0.0004015582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002326287,"threshold_uncertainty_score":0.007069826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005562019634950587,"score_gpt":0.2992920379303241,"score_spread":0.2937300182953735,"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."}}