{"id":"W2895147124","doi":"10.17645/mac.v6i3.1499","title":"Psychopaths Online: The Linguistic Traces of Psychopathy in Email, Text Messaging and Facebook","year":2018,"lang":"en","type":"article","venue":"Media and Communication","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychopathy; Psychology; Interpersonal communication; Distancing; Affect (linguistics); Social psychology; Politeness; Dark triad; Developmental psychology; Linguistics; Personality; Communication; Coronavirus disease 2019 (COVID-19)","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0007882218,0.0001957182,0.0002812408,0.0001806846,0.0001751003,0.00003255047,0.000501996,0.0001162928,0.00009551559],"category_scores_gemma":[0.0001577879,0.0001561511,0.00003539769,0.0002897212,0.0007276906,0.00007523515,0.00009998481,0.0003533899,0.00002588452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001688331,"about_ca_system_score_gemma":0.00002007148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002061198,"about_ca_topic_score_gemma":0.001199969,"domain_scores_codex":[0.9983522,0.0003780633,0.0004968146,0.0003288786,0.0001737124,0.0002703181],"domain_scores_gemma":[0.99795,0.0005780187,0.0002623482,0.001054574,0.00007610696,0.00007902215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009368303,0.001597296,0.2255161,0.0001610202,0.000209195,0.00001020187,0.2851316,0.000001926958,0.002785804,0.06236212,0.04036106,0.3809269],"study_design_scores_gemma":[0.003774834,0.0005006586,0.8846651,0.0006146517,0.0001111222,0.00009979207,0.02628671,0.0006203006,0.0001128686,0.02583379,0.05678575,0.000594459],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9344877,0.009871865,0.0001108964,0.002378829,0.009280866,0.000529483,0.00001870741,0.00005237873,0.04326928],"genre_scores_gemma":[0.9974793,0.0007669562,0.0007423756,0.0003486626,0.0004114802,0.00006466771,0.00001810676,0.00002684449,0.000141661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.659149,"threshold_uncertainty_score":0.6367657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02856705499457781,"score_gpt":0.328462964279373,"score_spread":0.2998959092847952,"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."}}