{"id":"W4386835811","doi":"10.3390/bs13090778","title":"Exploring Substance Abuse and the Dark Tetrad in Health Sciences and Non-Health Sciences Students","year":2023,"lang":"en","type":"article","venue":"Behavioral Sciences","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychopathy; Narcissism; Machiavellianism; Psychology; Personality; Tetrad; Big Five personality traits; Clinical psychology; Dark triad; Substance abuse; Population; Developmental psychology; Psychiatry; Social psychology; Medicine; Environmental health; Biology","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00874582,0.0001741372,0.000324843,0.0003452037,0.001669183,0.0002816258,0.0008617585,0.00004254392,0.00003357832],"category_scores_gemma":[0.00001381206,0.0001118725,0.00003284045,0.002548642,0.006318805,0.0004762703,0.0000602945,0.0002070633,0.00001902759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003248752,"about_ca_system_score_gemma":0.0001291456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006221453,"about_ca_topic_score_gemma":0.004079149,"domain_scores_codex":[0.9967275,0.0003998297,0.0004183353,0.0008532395,0.0006953736,0.0009057536],"domain_scores_gemma":[0.9992142,0.0002609161,0.0001734488,0.000164946,0.00001462836,0.0001718644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003127198,0.0001517071,0.9130887,0.00001498697,0.000003280546,0.00001182318,0.05966916,0.000008715891,0.00002217787,0.006395886,0.0006037218,0.01999859],"study_design_scores_gemma":[0.000925883,0.0006286353,0.9785161,0.00008162874,0.000002811779,0.00002047194,0.01829277,0.0000334315,0.000001759776,0.0008162154,0.0005309586,0.0001493298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986381,0.001878095,0.000004621388,0.009590643,0.0008029094,0.0003951073,0.00001199024,0.00005209761,0.0008835141],"genre_scores_gemma":[0.996466,0.001821249,0.0002303204,0.001221747,0.00004784861,0.00008263045,8.700958e-7,0.000005753799,0.0001235382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06542742,"threshold_uncertainty_score":0.9996305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3929468739651076,"score_gpt":0.4990705045336667,"score_spread":0.1061236305685591,"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."}}