{"id":"W3205938032","doi":"10.1002/hbm.25684","title":"The fronto‐parietal network is not a flexible hub during naturalistic cognition","year":2021,"lang":"en","type":"article","venue":"Human Brain Mapping","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Irish Research Council","keywords":"Task (project management); Flexibility (engineering); Cognition; Cognitive flexibility; Set (abstract data type); Control reconfiguration; Computer science; Cognitive psychology; Task switching; Functional connectivity; Psychology; Artificial intelligence; Neuroscience; Mathematics; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003671187,0.0002003793,0.0001980679,0.00004567442,0.003585479,0.000306128,0.0002223789,0.00006497806,0.0001722729],"category_scores_gemma":[0.007479436,0.0001793132,0.0001287681,0.0004054843,0.0002270228,0.0002184869,0.0003032777,0.0003570997,0.0001205951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009053053,"about_ca_system_score_gemma":0.00004937037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001150949,"about_ca_topic_score_gemma":0.0001042287,"domain_scores_codex":[0.9979072,0.0002541292,0.0002669427,0.0006330973,0.0004225621,0.0005160855],"domain_scores_gemma":[0.9943052,0.005052739,0.0001191282,0.0003506572,0.0001141253,0.00005814523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004950191,0.0000404116,0.0002746817,0.00006869731,0.00005999515,0.0001297431,0.001100633,0.0001676416,0.9053598,0.02883293,0.06354232,0.0003736551],"study_design_scores_gemma":[0.00366758,0.0001598971,0.2905863,0.0007535124,0.0001137938,0.0006086602,0.002829862,0.002431098,0.1391949,0.116916,0.4407338,0.002004564],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8555536,0.001447613,0.001788309,0.09073908,0.003702273,0.0009140953,0.00007619071,0.0009604702,0.04481843],"genre_scores_gemma":[0.9729131,0.00001817359,0.00009013391,0.01541372,0.0008046163,0.0000529158,0.000009801178,0.0000270388,0.01067047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7661649,"threshold_uncertainty_score":0.9977117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06814424593907108,"score_gpt":0.2836028998870999,"score_spread":0.2154586539480288,"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."}}