{"id":"W4417182089","doi":"10.3389/fcogn.2025.1690469","title":"From gradients to cognition: linking cortical manifolds to brain flexibility and disorder","year":2025,"lang":"en","type":"article","venue":"Frontiers in Cognition","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Ottawa","funders":"","keywords":"Neuroimaging; Cognition; Flexibility (engineering); Bridging (networking); Human brain; Cognitive flexibility; Cognitive architecture; Functional neuroimaging","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0002771554,0.0001669753,0.0002272321,0.0002986924,0.0002625501,0.00007242755,0.0001125816,0.00008469327,0.00002468006],"category_scores_gemma":[0.008686771,0.0001871336,0.00003906512,0.0006889597,0.0001125108,0.0001798891,0.0001897421,0.0002107827,0.00003885119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001095599,"about_ca_system_score_gemma":0.00002863203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004588805,"about_ca_topic_score_gemma":0.0001753088,"domain_scores_codex":[0.9982286,0.0002015961,0.0002515665,0.0007884953,0.0002507821,0.0002789726],"domain_scores_gemma":[0.9976229,0.001995974,0.00003255412,0.00017719,0.00007158849,0.00009977841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004323786,0.002103476,0.3891806,0.0003672876,0.0002386128,0.0001581425,0.007053859,0.0003223998,0.08369549,0.006317827,0.2596989,0.2465396],"study_design_scores_gemma":[0.004646196,0.0006535836,0.552635,0.001043596,0.0001721334,0.000009309791,0.002929457,0.004201278,0.0342509,0.3695962,0.02870749,0.001154872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.895495,0.00007939859,0.08279082,0.015229,0.00208483,0.0008265107,0.0001426183,0.0001098655,0.00324193],"genre_scores_gemma":[0.9788445,0.00001158231,0.00274738,0.01786554,0.0001041821,0.000148658,0.00002668041,0.00001211338,0.0002393274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3632784,"threshold_uncertainty_score":0.9996635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638362721903078,"score_gpt":0.2875572994456742,"score_spread":0.2611736722266434,"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."}}