{"id":"W4408727950","doi":"10.2139/ssrn.5189326","title":"Are Individual Differences in ‘Unconstrained Thought’ Meaningfully Distinct from Spontaneous and Deliberate Mind Wandering?","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Mind wandering and attention","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Mind-wandering; Psychology; Cognitive psychology; Cognition; Neuroscience","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":[0.001384594,0.000208267,0.0004872887,0.0005722154,0.0002249916,0.001647704,0.0004047424,0.0006908788,0.001941893],"category_scores_gemma":[0.01428174,0.0002087985,0.0002573183,0.0006277628,0.001575913,0.001380157,0.0006962804,0.0007440879,0.0003314852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001413586,"about_ca_system_score_gemma":0.0001607263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000449959,"about_ca_topic_score_gemma":0.0005212233,"domain_scores_codex":[0.9989715,0.0001839925,0.0001073192,0.0003870965,0.0002652753,0.00008489907],"domain_scores_gemma":[0.9919121,0.003844097,0.002123074,0.00138326,0.0002962234,0.000441157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003995456,0.001062522,0.6444944,0.0009036261,0.001964852,0.0007854408,0.02549026,0.001508148,0.1549999,0.01711102,0.00215058,0.1455338],"study_design_scores_gemma":[0.00001643746,0.0001604342,0.9918922,0.00001296698,0.00003933088,0.000244668,0.0005734377,0.000249248,0.00157405,0.004787156,0.0004268327,0.00002316365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960564,0.000162354,0.001206755,0.0001233012,0.00003322108,0.00001398315,0.0001472789,0.0000208503,0.002235839],"genre_scores_gemma":[0.9989327,0.00006546562,0.0004936039,0.00006795925,0.00001926472,0.00001687581,0.0001574084,0.00001788546,0.0002288355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001941893,"threshold_uncertainty_score":0.00732255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03217892304722728,"score_gpt":0.255662839951469,"score_spread":0.2234839169042418,"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."}}