{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006677124,0.0001915407,0.0002747277,0.001301815,0.0007218961,0.0008669495,0.0001923966,0.0003306507,0.001681509],"category_scores_gemma":[0.002157714,0.0002401096,0.0004223546,0.0009036711,0.0004504328,0.0003457103,0.001152985,0.000835759,0.0002242626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003510331,"about_ca_system_score_gemma":0.0005028351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003971796,"about_ca_topic_score_gemma":0.01022011,"domain_scores_codex":[0.9995925,0.0001007389,0.00005025848,0.00004360162,0.0001042147,0.0001086509],"domain_scores_gemma":[0.9978326,0.0002644531,0.0009401473,0.00006783476,0.0001489852,0.0007460121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001543866,0.00006204219,0.9983227,0.00000414141,0.00000797214,0.00002107848,0.0002984755,0.00000436661,0.0001153912,0.00001098243,0.00001575839,0.00112178],"study_design_scores_gemma":[0.000001299823,0.00007832565,0.9985564,0.000003871826,0.00000390149,0.00006063976,0.001139052,0.00003421928,0.0000355699,0.0000133434,0.00007190809,0.000001366942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997578,0.00002532073,0.00001339618,0.00001849847,0.000001913398,0.000004705264,0.00001867301,4.033615e-7,0.0001592667],"genre_scores_gemma":[0.9996597,0.00004490777,0.00004881047,0.00002168361,0.000003171801,0.000006296406,0.00004262822,3.865632e-7,0.0001724184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003971796,"threshold_uncertainty_score":0.007897317,"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."}}