{"id":"W4417151541","doi":"10.1080/10447318.2025.2597581","title":"A Descriptive Analysis of Emotional Expressions and Variations Across Avatar Therapy","year":2025,"lang":"en","type":"article","venue":"International Journal of Human-Computer Interaction","topic":"Child Therapy and Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut national de psychiatrie légale Philippe-Pinel; Université de Montréal; Centre de Santé et de Services Sociaux Cavendish; Institut Universitaire en Santé Mentale de Québec","funders":"Canada First Research Excellence Fund","keywords":"Avatar; Descriptive statistics; Affect (linguistics); Statistical analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001484394,0.0002333954,0.000319847,0.001384061,0.0005668557,0.000695537,0.0002237824,0.000227421,0.001784401],"category_scores_gemma":[0.006262803,0.0001248817,0.0002203932,0.0007958752,0.00060713,0.0004686226,0.0007841308,0.0004306548,0.000307827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003481247,"about_ca_system_score_gemma":0.000261092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004017149,"about_ca_topic_score_gemma":0.0009124863,"domain_scores_codex":[0.9989448,0.0004656238,0.0001392212,0.000106819,0.0002331039,0.0001104639],"domain_scores_gemma":[0.9932725,0.004285234,0.001012595,0.0002805997,0.0009047665,0.0002442114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002679568,0.0009351758,0.4093209,0.001542553,0.0001230391,0.00354108,0.2691373,0.0006685071,0.09383545,0.001979923,0.003122022,0.2131144],"study_design_scores_gemma":[0.00002644839,0.001794699,0.8299596,0.0002303568,0.0000640838,0.004460523,0.1321981,0.0008877766,0.0128909,0.0006509592,0.01674449,0.00009193896],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948416,0.0001180809,0.001863188,0.0000342644,0.000009351567,0.0002232237,0.0007562744,0.00002207029,0.002131911],"genre_scores_gemma":[0.9915568,0.0002859017,0.003898609,0.00005886246,0.00001638514,0.0008805057,0.001111876,0.00002585993,0.002165105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001784401,"threshold_uncertainty_score":0.007850349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03957335413252194,"score_gpt":0.4087595508707133,"score_spread":0.3691861967381914,"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."}}