{"id":"W4402474213","doi":"10.1109/ccece59415.2024.10667090","title":"Remote Livestream-based Stress Assessment in Telehealth Services","year":2024,"lang":"en","type":"article","venue":"","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Telehealth; Stress (linguistics); Computer science; Telemedicine; Health care; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001002529,0.0001503502,0.0001286222,0.0001803554,0.0000195045,0.00009588691,0.0001287273,0.00005994065,0.00006675036],"category_scores_gemma":[0.00000229817,0.0001420766,0.00003480079,0.0003227941,0.00000912496,0.0001630514,0.00002345811,0.0002466898,0.0000657889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00023965,"about_ca_system_score_gemma":0.00005998986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007443801,"about_ca_topic_score_gemma":0.0005794846,"domain_scores_codex":[0.9991509,0.00001880152,0.0001890633,0.0002000881,0.0001594944,0.0002816154],"domain_scores_gemma":[0.9996083,0.0001084912,0.000007919799,0.0001775053,0.00001236857,0.00008545855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001215552,0.0001996652,0.2113775,0.01583789,0.000204572,0.001361791,0.001473445,0.2404541,0.1799898,0.002518702,0.0007890345,0.3457813],"study_design_scores_gemma":[0.0008381058,0.0001941868,0.05438218,0.003983114,0.00003106239,0.00000966202,0.001067017,0.7382134,0.1950632,0.001174904,0.003943402,0.001099713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9396099,0.001364583,0.02129209,0.0002272812,0.001424605,0.0003232222,0.00002002452,0.001608197,0.03413013],"genre_scores_gemma":[0.9922961,0.00005775698,0.007296952,0.00003113514,0.0001758797,0.000008177358,0.00001001308,0.00004320769,0.00008076159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4977593,"threshold_uncertainty_score":0.5793716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008730384726972271,"score_gpt":0.2646046441393746,"score_spread":0.2558742594124023,"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."}}