{"id":"W3162809363","doi":"10.31234/osf.io/2rz3q","title":"Screening Dark Personalities","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Machiavellianism; Psychopathy; Narcissism; Dark triad; Psychology; Measure (data warehouse); Tetrad; Personality psychology; Social psychology; Personality; Computer science; Physics; Data mining","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":["insufficient_payload"],"category_scores_codex":[0.0002773391,0.0004078427,0.0005564376,0.0001006181,0.00009114858,0.00008908196,0.0006418208,0.0006435454,0.03411775],"category_scores_gemma":[0.00002343448,0.0003897868,0.000361194,0.0000970541,0.0001916017,0.00002967053,0.0004087434,0.001333598,0.001086544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002215881,"about_ca_system_score_gemma":0.00006240887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009699229,"about_ca_topic_score_gemma":0.00003982819,"domain_scores_codex":[0.9975494,0.000249538,0.0003915819,0.001040682,0.0002628246,0.000505988],"domain_scores_gemma":[0.9987921,0.0001282892,0.0001537136,0.0006506245,0.00004736604,0.0002279218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002239695,0.0001481977,0.00406063,0.0001530807,0.000992451,0.0002020614,0.02100524,0.00000662401,0.00004045511,0.1575084,0.7955427,0.02011615],"study_design_scores_gemma":[0.001521915,0.0002409821,0.1211952,0.000150637,0.0002247217,0.0001377628,0.01132286,0.00010899,0.000008599259,0.04328123,0.8201542,0.001652856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0220356,0.00140026,0.01302625,0.02302596,0.003833607,0.0003311062,0.0004406633,0.0005302556,0.9353763],"genre_scores_gemma":[0.8521979,0.00003598931,0.01167086,0.03985634,0.003266484,0.0002193392,0.0005940342,0.0001509417,0.0920081],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8433682,"threshold_uncertainty_score":0.9998554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1748008080285857,"score_gpt":0.3934297593482689,"score_spread":0.2186289513196832,"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."}}