{"id":"W4288312810","doi":"10.1145/3507917","title":"Cross-User Similarities in Viewing Behavior for 360° Video and Caching Implications","year":2022,"lang":"en","type":"article","venue":"ACM Transactions on Multimedia Computing Communications and Applications","topic":"Caching and Content Delivery","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Vetenskapsrådet","keywords":"Viewport; Computer science; Bandwidth (computing); Quality of experience; TRACE (psycholinguistics); Computer network; Multimedia; Quality of service; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001378598,0.0004295593,0.0005144447,0.001037002,0.0004609489,0.001272956,0.0005132119,0.0004498117,0.001554537],"category_scores_gemma":[0.01510018,0.0002804205,0.0003913332,0.001021885,0.0003884507,0.001572315,0.0008693367,0.0006506001,0.0003211523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005633926,"about_ca_system_score_gemma":0.0004468275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005469954,"about_ca_topic_score_gemma":0.006004959,"domain_scores_codex":[0.9980666,0.0006380602,0.0001145619,0.0004423857,0.0005659168,0.0001725544],"domain_scores_gemma":[0.9833951,0.00885712,0.001616873,0.002603008,0.002947325,0.0005806988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002392763,0.000633629,0.6576227,0.000377917,0.0004915645,0.001209093,0.006115849,0.03931415,0.08632697,0.00687586,0.001456864,0.1971826],"study_design_scores_gemma":[0.00001902188,0.0009920523,0.6222283,0.00006071579,0.000221764,0.004065186,0.005482746,0.3097048,0.04609182,0.006921485,0.0040164,0.000195705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9415764,0.0001735729,0.05458132,0.00006494779,0.00001395216,0.00006959785,0.0002696477,0.0002990554,0.002951571],"genre_scores_gemma":[0.9948505,0.00004862201,0.004555421,0.00001212923,0.000004170627,0.00001446122,0.0001540037,0.00002941776,0.0003313291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005469954,"threshold_uncertainty_score":0.01087624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04357720769560798,"score_gpt":0.3203986641969808,"score_spread":0.2768214565013729,"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."}}