{"id":"W3128282934","doi":"10.1038/s41467-020-20043-0","title":"Cognitive reflection correlates with behavior on Twitter","year":2021,"lang":"en","type":"article","venue":"Nature Communications","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":162,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Social Sciences and Humanities Research Council of Canada; Templeton World Charity Foundation; Miami Foundation","keywords":"Reflection (computer programming); Cognition; Phenomenon; Social media; Psychology; Set (abstract data type); Sample (material); Social psychology; Test (biology); Cognitive psychology; Computer science; Epistemology; World Wide Web; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000336091,0.00007102728,0.00007268736,0.00002241543,0.0002869846,0.00004394281,0.0001674785,0.000074752,0.00009016719],"category_scores_gemma":[0.000009166012,0.00006396899,0.00003957212,0.0002009179,0.0000671179,0.00005552133,0.00006594192,0.0006735261,0.00003534465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001732621,"about_ca_system_score_gemma":0.00005766848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002254509,"about_ca_topic_score_gemma":0.00005952188,"domain_scores_codex":[0.9995834,0.00005485971,0.00008184106,0.0001154857,0.00007949431,0.00008486766],"domain_scores_gemma":[0.9990909,0.0001253394,0.00005121766,0.0004587075,0.0002434016,0.0000303976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002767292,0.00105063,0.4401123,0.000003085462,0.0001604083,0.000003376708,0.001228567,0.00003019212,0.0006432308,0.5434833,0.001915009,0.01134227],"study_design_scores_gemma":[0.003813131,0.0005172979,0.8140801,0.0006891018,0.000651419,0.00002083241,0.01253085,0.002259191,0.006917338,0.01794538,0.1387734,0.00180195],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8536651,0.0005635579,0.0009220954,0.004399079,0.0003446443,0.0003264233,0.0001239098,0.00007378463,0.1395814],"genre_scores_gemma":[0.9977282,0.00002216926,0.0006694846,0.0004469603,0.00005201317,0.00006870867,0.0003071917,0.000009709631,0.0006955724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5255378,"threshold_uncertainty_score":0.2926173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02815400926344835,"score_gpt":0.3571770310026238,"score_spread":0.3290230217391754,"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."}}