{"id":"W4288075268","doi":"10.18280/ts.390314","title":"A Deep Learning Powered System to Lie Detection While Online Study","year":2022,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Adversarial Robustness in Machine Learning","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cheating; Computer science; Usability; Predictability; Deep learning; Artificial intelligence; Lying; Coronavirus disease 2019 (COVID-19); Online learning; Machine learning; Human–computer interaction; Multimedia; Psychology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001011008,0.0002078515,0.0002371873,0.0002640831,0.000937062,0.000149563,0.0009489421,0.00002640827,0.0002756008],"category_scores_gemma":[0.00004284074,0.0002261539,0.00007789729,0.0008007335,0.00001077085,0.0002601808,0.0009260243,0.0005520358,0.00004284945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004295952,"about_ca_system_score_gemma":0.00004134324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008987766,"about_ca_topic_score_gemma":0.00004897587,"domain_scores_codex":[0.9971125,0.0006566032,0.0003924504,0.0006039917,0.0008471177,0.0003873878],"domain_scores_gemma":[0.9991825,0.000107529,0.0001710937,0.0003368235,0.00006683706,0.0001352189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009003549,0.0005863364,0.002434543,0.00001935666,0.00006827292,0.0001401682,0.008103893,0.9192695,0.001510091,0.0010795,0.00003067677,0.06666762],"study_design_scores_gemma":[0.001439664,0.002344412,0.007912326,0.00001579795,0.00003062214,0.00005327151,0.009771916,0.9729103,0.00007811852,0.00002089161,0.005040302,0.0003823314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2870173,0.00002505191,0.7108291,0.0001705809,0.0005461742,0.0006242944,0.000001980083,0.0005011225,0.0002844028],"genre_scores_gemma":[0.9921203,2.73679e-7,0.007193114,0.0001468062,0.0002131861,0.0001707434,0.000008423271,0.00002589371,0.0001212859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.705103,"threshold_uncertainty_score":0.9222289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486532781128057,"score_gpt":0.2448745417916728,"score_spread":0.2300092139803922,"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."}}