{"id":"W7117306260","doi":"10.1371/journal.pone.0338435","title":"Executive functions and psychopathology: A transdiagnostic network analysis","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Mental Health Research Topics","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Mitacs; McMaster University","keywords":"Psychopathology; Working memory; Executive functions; Cognition; Attention network; Structural equation modeling; Executive dysfunction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002118136,0.000446589,0.0003455241,0.002483448,0.0004635327,0.001043444,0.0005375053,0.0003151249,0.001671279],"category_scores_gemma":[0.00682883,0.0001904578,0.0009457943,0.001932615,0.0004442008,0.0008374993,0.001534385,0.0005908799,0.0001203456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006326854,"about_ca_system_score_gemma":0.0006579515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008224118,"about_ca_topic_score_gemma":0.0113914,"domain_scores_codex":[0.9990565,0.0005797624,0.00004415656,0.0002005387,0.00004878605,0.00007018696],"domain_scores_gemma":[0.9966642,0.002015951,0.0005373785,0.0003414579,0.000210189,0.000230805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002146301,0.00006350414,0.9526342,0.00009004721,0.0008213989,0.0004681112,0.001584246,0.005688332,0.001700967,0.004793462,0.0006672044,0.03127401],"study_design_scores_gemma":[0.00003933226,0.0002163831,0.796491,0.00009200204,0.0007643363,0.001411504,0.00310441,0.163533,0.0006846149,0.03144511,0.00217665,0.00004161293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592295,0.0003690497,0.03812848,0.0004343963,0.00001306196,0.00005843923,0.001035829,0.00007343817,0.0006577743],"genre_scores_gemma":[0.9893959,0.0001370771,0.009479901,0.0000196208,0.000006534154,0.00005142349,0.000721088,0.000007982042,0.0001805826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008224118,"threshold_uncertainty_score":0.01635253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005148953276349,"score_gpt":0.3786418407722894,"score_spread":0.2781269454446545,"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."}}