{"id":"W2018972047","doi":"10.2466/21.09.pr0.114k25w1","title":"Happy Twitter Tweets are More Likely in American States with Lower Levels of Resident Neuroticism","year":2014,"lang":"en","type":"article","venue":"Psychological Reports","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Conscientiousness; Agreeableness; Neuroticism; Psychology; Happiness; Extraversion and introversion; Openness to experience; Hierarchical structure of the Big Five; Big Five personality traits; Personality; Population; Socioeconomic status; Social psychology; Demography; Developmental psychology; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008551461,0.0003715542,0.0008077458,0.0002040219,0.00004632032,0.00002495404,0.0003014362,0.0002191081,0.002200542],"category_scores_gemma":[0.0001984766,0.0002647213,0.0001483447,0.0004927521,0.0008221716,0.0000598712,0.00004971755,0.000554791,0.00006364955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002425692,"about_ca_system_score_gemma":0.00001260268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002638922,"about_ca_topic_score_gemma":0.0001082143,"domain_scores_codex":[0.9962215,0.0004283666,0.0009821644,0.001191474,0.000445948,0.0007305079],"domain_scores_gemma":[0.997426,0.0003134044,0.0008217639,0.001090366,0.0001136787,0.0002347507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001017652,0.00188427,0.9604105,0.00002563073,0.000104791,0.005648162,0.002937487,0.00004995055,0.0005527867,0.000423126,0.01591929,0.01102631],"study_design_scores_gemma":[0.0007146556,0.001495737,0.9871608,0.00006776302,0.00002121314,0.0008838071,0.0004105494,0.000003782286,0.0000353484,0.002047803,0.006848684,0.0003098419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976567,0.00007177553,0.0007282501,0.004465276,0.0007658562,0.0003451112,0.00001511411,0.0000834558,0.01695817],"genre_scores_gemma":[0.9915345,0.000008451516,0.0004678906,0.006656608,0.0001324779,0.00007320617,0.000008045592,0.000042999,0.001075812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02675027,"threshold_uncertainty_score":0.9999805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05873796511320784,"score_gpt":0.3744133000789232,"score_spread":0.3156753349657153,"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."}}