{"id":"W2103162096","doi":"10.1109/icn.2007.76","title":"Proxy-Based Visual Content Repurposing Using Selection Algorithm","year":2007,"lang":"en","type":"article","venue":"","topic":"Caching and Content Delivery","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Repurposing; Computer science; Proxy (statistics); Metric (unit); Selection algorithm; Selection (genetic algorithm); Data mining; Computer network; Machine learning; Distributed computing; Engineering","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":[0.000547906,0.0007265751,0.001118215,0.0009407973,0.0005966062,0.0007322051,0.001172932,0.0005880881,0.001758466],"category_scores_gemma":[0.001290987,0.0002591449,0.0005340539,0.0008512139,0.0004197541,0.0009564761,0.0007325114,0.0004274277,0.000738405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005175378,"about_ca_system_score_gemma":0.0004472558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001951305,"about_ca_topic_score_gemma":0.001642075,"domain_scores_codex":[0.9994511,0.0001430974,0.00003382103,0.00010054,0.0002002791,0.0000711492],"domain_scores_gemma":[0.999364,0.0001986532,0.00007827715,0.0001315811,0.0001480615,0.0000794915],"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":[0.0008707808,0.000302814,0.002405071,0.0001501131,0.00008984203,0.0006130215,0.000249838,0.1361382,0.1795662,0.006531685,0.004675601,0.6684068],"study_design_scores_gemma":[0.00005331542,0.0001387281,0.0006116037,0.000005956902,0.0000360571,0.0003371709,0.00005726968,0.9517683,0.04212803,0.001860715,0.002973484,0.00002931712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04387751,0.0003370731,0.9512309,0.00007855939,0.00002925288,0.0001192698,0.00003451032,0.002401684,0.001891264],"genre_scores_gemma":[0.5373723,0.0003043916,0.4577348,0.00007863504,0.00005833448,0.0001341759,0.0002433192,0.0001905108,0.003883521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001951305,"threshold_uncertainty_score":0.005882621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04234214491571428,"score_gpt":0.2840745331046634,"score_spread":0.2417323881889491,"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."}}