{"id":"W2142989018","doi":"10.1109/icws.2008.120","title":"Adaptive Quality Recommendation Mechanism for Software Service Provisioning","year":2008,"lang":"en","type":"article","venue":"","topic":"Advanced Clustering Algorithms Research","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Dynamism; Cluster analysis; Granularity; Provisioning; Service provider; Feature (linguistics); Service (business); Quality of service; Data mining; Software; Index (typography); Quality (philosophy); Computer network; World Wide Web; Artificial intelligence","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":[0.004736546,0.0007521821,0.001259425,0.002397685,0.001169988,0.001702788,0.003978604,0.001726218,0.001920997],"category_scores_gemma":[0.01322387,0.0005035143,0.0005788647,0.001931024,0.0005882807,0.00293606,0.001225874,0.001867975,0.001042735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001519033,"about_ca_system_score_gemma":0.001033574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006904322,"about_ca_topic_score_gemma":0.005216601,"domain_scores_codex":[0.9956267,0.0007446164,0.0003123774,0.0009797983,0.002020532,0.0003159481],"domain_scores_gemma":[0.9906113,0.002355067,0.001133379,0.002187778,0.003315971,0.0003965408],"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":[0.001064719,0.0008725794,0.01166783,0.0002640988,0.0003546762,0.000318165,0.0004894611,0.09365461,0.0354063,0.01752679,0.01397327,0.8244075],"study_design_scores_gemma":[0.0001090424,0.0001780977,0.003282684,0.00002098759,0.0001017836,0.000327612,0.00008141015,0.9719438,0.01171031,0.006355603,0.005771542,0.0001171763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03153454,0.00059561,0.9581112,0.0004610056,0.0001742039,0.0002305737,0.0001117146,0.006570417,0.002210734],"genre_scores_gemma":[0.740847,0.0003288063,0.2547993,0.0003630024,0.0002632827,0.0002248566,0.0003563614,0.0001307545,0.002686625],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006904322,"threshold_uncertainty_score":0.02504951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1274456617571632,"score_gpt":0.3667250012835386,"score_spread":0.2392793395263754,"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."}}