{"id":"W2154943390","doi":"10.1109/iwcmc.2011.5982751","title":"Peer to peer content sharing on ad hoc networks of smartphones","year":2011,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Peer-to-peer; Upload; Server; BitTorrent; File sharing; Mobile device; Mobile computing; Protocol (science); Bandwidth (computing); Distributed computing; Operating system; The Internet","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":[0.0005671906,0.0002155374,0.0002838674,0.0002388875,0.00006253362,0.00007732125,0.002308343,0.0001237462,0.00006382524],"category_scores_gemma":[0.0002202136,0.0001770222,0.00008455247,0.0006801899,0.00004652051,0.0002138724,0.001494077,0.0001977965,0.0002454522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005038342,"about_ca_system_score_gemma":0.00001810044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008432029,"about_ca_topic_score_gemma":0.0001243726,"domain_scores_codex":[0.9978543,0.00001760578,0.0003258738,0.0005954707,0.0006888326,0.0005179143],"domain_scores_gemma":[0.9978676,0.00006410664,0.0000773146,0.001298188,0.0005282166,0.0001645914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001812389,0.0004470749,0.01435356,0.00002060809,0.0001435619,0.00008211185,0.006352624,0.004739559,0.002089182,0.169658,0.2717909,0.5301417],"study_design_scores_gemma":[0.002499619,0.005698819,0.4562789,0.0006143338,0.00006219804,0.00006954854,0.001861631,0.1221937,0.1158172,0.01860566,0.2726157,0.003682631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2579455,0.0002533586,0.6866003,0.0183211,0.00172641,0.0006369139,0.000003408015,0.001724073,0.03278892],"genre_scores_gemma":[0.8487948,0.00001031573,0.1264709,0.001713368,0.00004924452,0.00004338956,0.000001242321,0.00001767775,0.02289912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5908492,"threshold_uncertainty_score":0.7218757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09780551455651358,"score_gpt":0.2564161642275846,"score_spread":0.158610649671071,"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."}}