{"id":"W2095653244","doi":"10.1145/1877911.1877917","title":"Collaborative content synchronization through an event-based framework","year":2010,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Computer science; Upload; Event (particle physics); Popularity; Similarity (geometry); Greedy algorithm; Information retrieval; Focus (optics); Synchronization (alternating current); Image (mathematics); Artificial intelligence; Data mining; World Wide Web; Algorithm","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":[0.003486655,0.001050761,0.00184033,0.001744941,0.001456043,0.003164467,0.004568136,0.001797582,0.002850507],"category_scores_gemma":[0.007371273,0.0008140097,0.0008689802,0.001938711,0.001227797,0.004437501,0.002602586,0.001328847,0.0007284689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001495967,"about_ca_system_score_gemma":0.002068933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006158718,"about_ca_topic_score_gemma":0.006383108,"domain_scores_codex":[0.9969257,0.0007715469,0.0002000812,0.0007647299,0.001061631,0.0002762566],"domain_scores_gemma":[0.9963792,0.001697824,0.0003710349,0.0006570911,0.0005584073,0.0003364207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008736187,0.0007034407,0.002050861,0.0002499975,0.0002491637,0.000452146,0.000589723,0.6405014,0.01746225,0.07461192,0.006666365,0.2555891],"study_design_scores_gemma":[0.00004284183,0.00004814242,0.0001929193,0.000005224866,0.00003109995,0.00005115427,0.00005891168,0.9813949,0.003368619,0.01202293,0.002763825,0.00001961176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01087543,0.0001536727,0.9854322,0.0001581036,0.00004348541,0.000175331,0.00006828453,0.001247004,0.001846501],"genre_scores_gemma":[0.5102579,0.0002521563,0.4836172,0.0001113744,0.0001374208,0.0003132153,0.0003894982,0.0001954562,0.004725673],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006158718,"threshold_uncertainty_score":0.01843935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0191969922768163,"score_gpt":0.2838299660000001,"score_spread":0.2646329737231838,"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."}}