{"id":"W4416402838","doi":"10.1177/09637214251391158","title":"Metacognition and Uncertainty Communication in Humans and Large Language Models","year":2025,"lang":"en","type":"article","venue":"Current Directions in Psychological Science","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research","funders":"Canadian Institute for Advanced Research","keywords":"Metacognition; Cognition; Language acquisition; Task analysis","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":[0.003032065,0.0003166934,0.0003176947,0.0009141048,0.0006253035,0.004183454,0.0006114026,0.0008912795,0.002353694],"category_scores_gemma":[0.023536,0.0002890558,0.0004416944,0.0005084298,0.005643276,0.00558683,0.00243193,0.001297931,0.0002661303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007842802,"about_ca_system_score_gemma":0.0008509248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001897528,"about_ca_topic_score_gemma":0.001500907,"domain_scores_codex":[0.9978709,0.001265359,0.00009153798,0.0003281485,0.0003019332,0.0001421117],"domain_scores_gemma":[0.9862162,0.009021939,0.001882023,0.001762999,0.0005997908,0.0005170518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002960013,0.0001343599,0.04861217,0.0006181655,0.0002562306,0.0008950983,0.02955747,0.01765355,0.01033583,0.6798633,0.002668402,0.2091095],"study_design_scores_gemma":[0.00002473517,0.0001113014,0.02041405,0.0002384146,0.00005865285,0.0008709425,0.002886455,0.02076169,0.003823328,0.9344943,0.01619211,0.0001240727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6716643,0.007596352,0.2254834,0.01072635,0.0001546193,0.00005727334,0.0001918773,0.0004920216,0.0836338],"genre_scores_gemma":[0.9784303,0.000941013,0.0184375,0.0002649873,0.00003797574,0.00002488204,0.00004975206,0.00003037534,0.001783261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004183454,"threshold_uncertainty_score":0.01603526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05229831553649199,"score_gpt":0.4509386437313984,"score_spread":0.3986403281949064,"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."}}