{"id":"W4414609092","doi":"10.1037/abn0001041","title":"A dimensional latent variable model approach to connecting psychopathology and neurocognition hierarchies.","year":2025,"lang":"en","type":"article","venue":"Journal of Psychopathology and Clinical Science","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto Scarborough; Canadian Psychological Association; Canadian Institutes of Health Research; University of Toronto; Social Sciences and Humanities Research Council of Canada; Usona Institute","keywords":"Psychopathology; Neurocognitive; Structural equation modeling; Association (psychology); Neuropsychology; Anxiety; Confirmatory factor analysis; Multilevel model","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":[0.006886657,0.0001470395,0.0004201891,0.0004513032,0.0004059275,0.00004525312,0.0003861597,0.0002004771,0.000037911],"category_scores_gemma":[0.001130254,0.0001192464,0.00006677989,0.0006586483,0.00109282,0.0001726554,0.000223909,0.0009781435,0.000008849863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003425684,"about_ca_system_score_gemma":0.000222376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006898917,"about_ca_topic_score_gemma":0.000001953185,"domain_scores_codex":[0.9970173,0.0005432083,0.000973776,0.0006151339,0.0003117495,0.0005388859],"domain_scores_gemma":[0.9980111,0.0006737462,0.0002978412,0.0002560042,0.0002672538,0.0004940727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00868478,0.007030916,0.1605161,0.0003030105,0.0001773234,0.0005432168,0.00402386,0.0009935135,0.01225616,0.2462287,0.01103228,0.5482101],"study_design_scores_gemma":[0.01274928,0.008162023,0.7627333,0.0005271822,0.0002289595,0.008403317,0.00118597,0.02818658,0.0000633086,0.1694971,0.007453435,0.0008096229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.951282,0.0004654505,0.02752948,0.003707492,0.002273377,0.0003204368,0.000006003163,0.00001424581,0.01440156],"genre_scores_gemma":[0.9540465,0.0002008215,0.03761628,0.007289771,0.0001910088,0.00001584854,0.000001085456,0.000009976547,0.0006286529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6022171,"threshold_uncertainty_score":0.4862725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08848886784796903,"score_gpt":0.4801267121961961,"score_spread":0.391637844348227,"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."}}