{"id":"W4230852174","doi":"10.32920/ryerson.14653005","title":"QoS Based Ranking For Web Search","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Ranking (information retrieval); Computer science; Search engine; Quality of service; Information retrieval; The Internet; Rank (graph theory); Quality (philosophy); Web page; World Wide Web; Reliability (semiconductor); Data mining; Computer network; Mathematics","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":[0.002576059,0.0009369517,0.001341253,0.005169298,0.0008469627,0.002353293,0.00110193,0.0009237371,0.002628353],"category_scores_gemma":[0.01484744,0.0003078276,0.0007207353,0.005318092,0.0005514586,0.00260192,0.0007000023,0.0009429146,0.001496162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001830288,"about_ca_system_score_gemma":0.001405891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006095892,"about_ca_topic_score_gemma":0.005038606,"domain_scores_codex":[0.9964029,0.001093152,0.0002716774,0.0004098941,0.001510589,0.0003119654],"domain_scores_gemma":[0.9940283,0.00286645,0.0006269547,0.0007794069,0.001446165,0.0002527108],"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":[0.0004588318,0.0003200414,0.008695593,0.000784898,0.00014475,0.0001723306,0.0001900395,0.2883933,0.007200507,0.07625185,0.02196816,0.5954196],"study_design_scores_gemma":[0.00002724375,0.0001297658,0.002569656,0.00003042728,0.00003257225,0.0001614172,0.00006724616,0.948068,0.002053918,0.04091891,0.00589805,0.00004278398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06354212,0.008630416,0.9096173,0.001299204,0.0005346265,0.0004046849,0.001803319,0.004634196,0.009534284],"genre_scores_gemma":[0.6419404,0.002524734,0.3470168,0.0001872663,0.0006106604,0.0002783825,0.002442163,0.0002991779,0.004700232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006095892,"threshold_uncertainty_score":0.01362365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05521592350213456,"score_gpt":0.304444143029373,"score_spread":0.2492282195272384,"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."}}