{"id":"W2198209924","doi":"","title":"How P2P streaming systems scale over time under a flash crowd","year":2009,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Gossip; Computer science; Popularity; Software deployment; Scale (ratio); Flash (photography); The Internet; Peer-to-peer; Crowdsourcing; Multimedia; Computer security; World Wide Web","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":[0.0001824428,0.000194862,0.0002240664,0.0001755168,0.00009657597,0.0007950917,0.001415636,0.0001310426,0.00001039447],"category_scores_gemma":[0.00002816069,0.000165947,0.00005799589,0.0006875693,0.000034978,0.000585072,0.0003927497,0.0001440022,0.0003890911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009811359,"about_ca_system_score_gemma":0.00003194251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002219889,"about_ca_topic_score_gemma":0.00001699025,"domain_scores_codex":[0.9983897,0.00002814504,0.0001658869,0.000502734,0.0003854815,0.0005280995],"domain_scores_gemma":[0.9987205,0.00005867697,0.00005599083,0.000988572,0.00006472352,0.0001115037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000101858,0.000249371,0.00152328,0.00002694489,0.00007869164,0.0001094191,0.0004463047,0.00678242,0.02322184,0.1953233,0.4911991,0.2810292],"study_design_scores_gemma":[0.001516194,0.001076168,0.05470143,0.0003679754,0.00003647209,0.0002142212,0.0003234073,0.764727,0.02217489,0.03065428,0.1215377,0.002670237],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1378968,0.0002872587,0.8131394,0.01917508,0.0005176701,0.0004392889,0.000002741234,0.004143097,0.02439861],"genre_scores_gemma":[0.9111141,0.000003427956,0.05117119,0.0009173507,0.0001032322,0.00001118555,0.000001311504,0.00001114692,0.03666703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7732173,"threshold_uncertainty_score":0.7667088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00917755638359438,"score_gpt":0.216516470025675,"score_spread":0.2073389136420806,"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."}}