{"id":"W4376133389","doi":"10.2196/44632","title":"Evaluating the Feasibility of Emotion Expressions in Avatars Created From Real Person Photos: Pilot Web-Based Survey of Virtual Reality Software","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; Computer science; Human–computer interaction; Virtual reality; Competence (human resources); Structural equation modeling; Artificial intelligence; Multimedia; Psychology; Machine learning; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003485747,0.0003111802,0.0002466963,0.000605089,0.0003370759,0.0005225716,0.0002499619,0.0004491501,0.002352107],"category_scores_gemma":[0.01007733,0.0002110313,0.0004150957,0.0002299913,0.000395072,0.0005389521,0.0005953427,0.0005226613,0.0005720221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003231101,"about_ca_system_score_gemma":0.0002045124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007609726,"about_ca_topic_score_gemma":0.001044486,"domain_scores_codex":[0.998415,0.0009218478,0.0001266866,0.0001705883,0.0002286539,0.0001373313],"domain_scores_gemma":[0.9926583,0.00388483,0.001099999,0.0003655505,0.001386799,0.0006044977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001181794,0.003920932,0.8767335,0.0004996507,0.00008379238,0.0009230062,0.05092011,0.000406319,0.01618452,0.0001125507,0.000946589,0.04808725],"study_design_scores_gemma":[0.000074961,0.005885581,0.9622716,0.00005243782,0.00004913161,0.0007845581,0.02293569,0.001483408,0.004461404,0.00007537743,0.001881927,0.00004386156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993487,0.00000843413,0.0002648418,0.00001080615,0.000001763268,0.00008569379,0.00005023224,0.000004432541,0.0002250722],"genre_scores_gemma":[0.9984747,0.00003128581,0.0008198803,0.00002018992,0.000004842004,0.0002039094,0.0001190414,0.000004565361,0.000321632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003485747,"threshold_uncertainty_score":0.01843464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4513809911248161,"score_gpt":0.5132981822091132,"score_spread":0.06191719108429705,"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."}}