{"id":"W2039708603","doi":"10.1177/1529100610390861","title":"Pitfalls and Opportunities in Nonverbal and Verbal Lie Detection","year":2010,"lang":"en","type":"review","venue":"Psychological Science in the Public Interest","topic":"Deception detection and forensic psychology","field":"Psychology","cited_by":508,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Deception; Lie detection; Nonverbal communication; Psychology; Publication; Cognitive psychology; Social psychology; Communication","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":[0.0111251,0.0007832536,0.001786071,0.004179608,0.0007660672,0.002673152,0.002108245,0.003576516,0.002058434],"category_scores_gemma":[0.01711394,0.000728706,0.0008350246,0.003562332,0.003953317,0.005417347,0.001941677,0.002938576,0.001545341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291597,"about_ca_system_score_gemma":0.003083591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002913247,"about_ca_topic_score_gemma":0.005397761,"domain_scores_codex":[0.9945873,0.002454259,0.0005561982,0.0005263765,0.001666789,0.0002091085],"domain_scores_gemma":[0.9750308,0.02047879,0.00206089,0.0004897519,0.001691845,0.0002479017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004625365,0.00004918668,0.00112963,0.01018069,0.00009237776,0.0002904203,0.0009234865,0.000113538,0.000242696,0.007741602,0.004595011,0.9745952],"study_design_scores_gemma":[0.00007613791,0.0005899118,0.02294256,0.07402695,0.0004698647,0.01567925,0.007188694,0.0006122593,0.002181408,0.03959665,0.8364468,0.0001894826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003804855,0.9966972,0.0003112319,0.001077511,0.00007515231,0.000005926687,0.000004763126,0.00000470851,0.001443057],"genre_scores_gemma":[0.007456002,0.9902131,0.0008666862,0.0006787434,0.0002648727,0.00002158096,0.00001250867,0.000004197104,0.0004822427],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0111251,"threshold_uncertainty_score":0.05883586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2580654760326772,"score_gpt":0.4423166881619991,"score_spread":0.1842512121293219,"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."}}