{"id":"W2162251555","doi":"10.1007/978-3-540-77010-7_27","title":"Web Service Search: Who, When, What, and How","year":2007,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Web service; World Wide Web; Computer science; WS-Policy; Service (business); Web standards; Web modeling; Service-oriented architecture; Service design; Web development; Data Web; Point (geometry); Service delivery framework; Web application security; Business; Marketing; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0014199,0.0008741508,0.0007505309,0.001560134,0.0004420083,0.002904347,0.005025601,0.0005329414,0.00002504757],"category_scores_gemma":[0.00001709846,0.0007769589,0.0001293152,0.001312603,0.0005692996,0.002403565,0.003466996,0.001457487,0.00004842387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001660543,"about_ca_system_score_gemma":0.000607467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001055241,"about_ca_topic_score_gemma":0.002572065,"domain_scores_codex":[0.9941029,0.00006856755,0.0004561426,0.002421912,0.001697424,0.001253073],"domain_scores_gemma":[0.9958938,0.0007213148,0.0002693691,0.00205619,0.0005706836,0.0004885996],"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":[0.0000151248,0.00003027321,0.00008080151,0.0002568612,0.00003133013,0.0002275548,0.007369614,0.002224668,0.0002450648,0.02337023,0.00003818244,0.9661103],"study_design_scores_gemma":[0.001373376,0.0005793951,0.0004494548,0.003324255,0.00004514675,0.0006572758,0.00001582333,0.7308581,0.003776816,0.1949914,0.0608239,0.003105033],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008174389,0.003183008,0.9749535,0.01461506,0.001988186,0.0005257281,0.000005904796,0.0002981029,0.003613088],"genre_scores_gemma":[0.08839925,0.00190661,0.812874,0.09155953,0.003228698,0.00002626899,0.00003633844,0.0002489215,0.001720384],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9630052,"threshold_uncertainty_score":0.9994681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02745160308922201,"score_gpt":0.248774213707506,"score_spread":0.221322610618284,"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."}}