{"id":"W4411205160","doi":"10.31219/osf.io/89j67_v2","title":"Big-5 Personality Traits and their Dynamic and Conditional Effects on COVID-19 Attitudes and Behaviours","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Big Five personality traits; Psychology; Personality; 2019-20 coronavirus outbreak; Econometrics; Social psychology; Biology; Mathematics; Virology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001458263,0.000261867,0.0001829181,0.0004929251,0.001103399,0.0009813687,0.0002630745,0.0003358469,0.003147797],"category_scores_gemma":[0.004856936,0.0001727037,0.0005488508,0.0006486335,0.0006386209,0.0002938465,0.0006227209,0.0008391357,0.0002315049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001343679,"about_ca_system_score_gemma":0.001605754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2710382,"about_ca_topic_score_gemma":0.4310515,"domain_scores_codex":[0.9992353,0.0002587307,0.00002749897,0.00008710431,0.000150116,0.000241273],"domain_scores_gemma":[0.9962152,0.0009748974,0.001072722,0.0003342637,0.0004187551,0.0009842111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004548056,0.00002867575,0.9954334,0.000007839857,0.00003968031,0.00001917514,0.0006270576,0.00005737318,0.0001176162,0.000116289,0.000249417,0.003257955],"study_design_scores_gemma":[7.916302e-7,0.00001055739,0.9994147,0.000004861673,0.000004083897,0.00000609752,0.0003038292,0.00007226632,0.00001144863,0.00004018599,0.0001290913,0.000002118039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971491,0.0001269902,0.0001807838,0.0002443366,0.000014657,0.00001405152,0.0003162601,0.00000322743,0.001950733],"genre_scores_gemma":[0.9989786,0.00006725661,0.0002055228,0.00004633791,0.000005038298,0.000007800909,0.0002176777,0.000001864754,0.0004699401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2710382,"threshold_uncertainty_score":0.5389211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05146437939750202,"score_gpt":0.3903096150134945,"score_spread":0.3388452356159924,"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."}}