{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008414516,0.0001720596,0.0001960373,0.0008003135,0.0003439516,0.001085926,0.0001845229,0.0003991849,0.002354918],"category_scores_gemma":[0.01229418,0.0001277974,0.0002062706,0.0005969864,0.0003339868,0.0005954031,0.0006531255,0.0005281722,0.0006401303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000183268,"about_ca_system_score_gemma":0.0001255526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259118,"about_ca_topic_score_gemma":0.001636441,"domain_scores_codex":[0.9993858,0.0002657318,0.00004761875,0.0000975003,0.0001184624,0.00008486765],"domain_scores_gemma":[0.9892146,0.004782575,0.003906183,0.0005831711,0.0008144039,0.0006990405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000137166,0.0001353493,0.9827014,0.00001969577,0.00005138574,0.00004775648,0.003197649,0.0001118293,0.001464957,0.00008727764,0.0001494701,0.01189611],"study_design_scores_gemma":[0.000003077148,0.00009663508,0.9963438,0.000005485971,0.00001167878,0.00006910085,0.00218247,0.0006111265,0.0002800349,0.0001374971,0.0002521311,0.000006975032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985421,0.00002016153,0.0001395589,0.00004915597,0.000003008189,0.000005693441,0.00005648012,0.000003727919,0.00118026],"genre_scores_gemma":[0.999454,0.00002995643,0.0001421973,0.00001407268,0.000005860083,0.000007731718,0.0000853184,0.00000236318,0.0002585951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002354918,"threshold_uncertainty_score":0.007878006,"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."}}