{"id":"W3011380968","doi":"10.1109/tsc.2020.2980793","title":"A Survey on Web Service QoS Prediction Methods","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Services Computing","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Web service; Collaborative filtering; Quality of service; The Internet; Field (mathematics); Service (business); World Wide Web; Data mining; Recommender system; Computer network","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":[0.002992745,0.001933923,0.001936926,0.004923966,0.0006987992,0.001870243,0.00266899,0.00150087,0.002438065],"category_scores_gemma":[0.01016748,0.0006968135,0.001936762,0.008691177,0.0003632455,0.003531168,0.0007122078,0.001455774,0.001941302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001102204,"about_ca_system_score_gemma":0.001374717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0131265,"about_ca_topic_score_gemma":0.004700012,"domain_scores_codex":[0.9969811,0.0005565753,0.000334491,0.0006091514,0.00138278,0.0001358589],"domain_scores_gemma":[0.9931726,0.004227083,0.0002737641,0.0005199486,0.001708426,0.00009820538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001545362,0.0002459991,0.007839877,0.002414715,0.0002807298,0.000125329,0.0001835844,0.02256467,0.001263448,0.009076421,0.01475749,0.9410933],"study_design_scores_gemma":[0.000069422,0.0004780466,0.01591345,0.003022566,0.0009558261,0.001823202,0.0007185938,0.7072808,0.008304243,0.0318913,0.2292176,0.0003248558],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.02416492,0.3633001,0.5851764,0.002352708,0.001505189,0.0003693388,0.001780749,0.002501223,0.01884948],"genre_scores_gemma":[0.2857512,0.3940923,0.2998403,0.001235946,0.00330064,0.0005443735,0.004748202,0.0004222454,0.01006495],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0131265,"threshold_uncertainty_score":0.02610016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0637809884499326,"score_gpt":0.3188678052974772,"score_spread":0.2550868168475446,"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."}}