{"id":"W4408112819","doi":"10.1145/3721292","title":"Immersive Multimedia Communication: State-of-the-Art on Extended Reality Streaming","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Multimedia Computing Communications and Applications","topic":"Image and Video Quality Assessment","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Huawei Technologies (Canada); Wilfrid Laurier University; University of Ottawa","funders":"","keywords":"Computer science; Multimedia; Virtual reality; Human–computer interaction; State (computer 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005511968,0.0002439348,0.0002873634,0.0002429937,0.001605558,0.0001248952,0.003867002,0.00008608603,0.000005935401],"category_scores_gemma":[0.00008613003,0.0002239572,0.0001560549,0.001152831,0.0005220837,0.0002209321,0.0004512414,0.0006291964,0.00002361433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109185,"about_ca_system_score_gemma":0.000182117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000146829,"about_ca_topic_score_gemma":0.00009917034,"domain_scores_codex":[0.9978306,0.0004707581,0.0006727954,0.0004707999,0.000283856,0.0002711938],"domain_scores_gemma":[0.9898278,0.002919867,0.0003218012,0.006529159,0.0003034959,0.00009794842],"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":[0.00001043082,0.001127397,0.0001126356,0.00004202439,0.0001210952,1.577147e-7,0.001648632,0.0009926345,0.000725208,0.02029611,0.0003821732,0.9745415],"study_design_scores_gemma":[0.003422313,0.0002734413,0.03507074,0.001127921,0.0002907807,0.0000139404,0.002082397,0.8151026,0.02344728,0.03819487,0.07971074,0.001262979],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0007672267,0.000315481,0.9768175,0.01861196,0.0001130597,0.001042525,0.0000504463,0.000140537,0.002141223],"genre_scores_gemma":[0.7907944,0.0005892093,0.207138,0.0007263931,0.0000122716,0.0002980166,0.0000370288,0.00001350806,0.0003912322],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9732785,"threshold_uncertainty_score":0.9996942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02907816170644039,"score_gpt":0.3370215940247401,"score_spread":0.3079434323182997,"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."}}