{"id":"W4322495456","doi":"10.1101/2023.02.25.529948","title":"Specialized late cingulo-opercular network activation elucidates the mechanisms underlying decisions about ambiguity","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"National Institute of Mental Health; National Institutes of Health","keywords":"Ambiguity; Valence (chemistry); Psychology; Task (project management); Cognitive psychology; Negativity effect; Control (management); Functional magnetic resonance imaging; Social psychology; Computer science; Neuroscience; Artificial intelligence; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002407992,0.0002447174,0.0001327653,0.0002373142,0.0001968229,0.0003884603,0.0001673946,0.0002486636,0.001472229],"category_scores_gemma":[0.0007535686,0.0001194217,0.00009387338,0.0001013836,0.0002340434,0.0003096446,0.0002494974,0.0003476491,0.0001258316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002161581,"about_ca_system_score_gemma":0.0001593638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001193906,"about_ca_topic_score_gemma":0.00246929,"domain_scores_codex":[0.9999384,0.00001025689,0.00000211516,0.00001871005,0.00001202635,0.00001853369],"domain_scores_gemma":[0.9997945,0.00005826612,0.00006755463,0.00002430594,0.000017733,0.00003758523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006258204,0.00007437477,0.01851103,0.00004817863,0.00002448182,0.0002230725,0.0002213315,0.000731706,0.9596116,0.001119624,0.0003521699,0.01845656],"study_design_scores_gemma":[0.00005165231,0.0003038124,0.8773729,0.00002353539,0.00005113562,0.0004393027,0.0003341227,0.01380709,0.1025637,0.00381253,0.001215057,0.00002523313],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946092,0.0001357908,0.004137955,0.00005972844,0.000006728203,0.000009146838,0.00008521048,0.00002831882,0.0009278989],"genre_scores_gemma":[0.9983323,0.00004556675,0.001078961,0.00002104598,0.000007671735,0.00001298735,0.00006460128,0.0000114047,0.0004254207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001472229,"threshold_uncertainty_score":0.004925132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08270085756469772,"score_gpt":0.2786324680255036,"score_spread":0.1959316104608058,"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."}}