{"id":"W118336646","doi":"","title":"Quality software for quality service (QS4QS)","year":2013,"lang":"en","type":"article","venue":"Conference of the Centre for Advanced Studies on Collaborative Research","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Waterloo","funders":"","keywords":"Computer science; World Wide Web; Web service; Software; Quality (philosophy); Service (business); Quality of service; Scale (ratio); Telecommunications; Business; Operating system; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00186518,0.0003075298,0.0006163593,0.0001370019,0.00100509,0.0001672216,0.002414131,0.0000924652,0.00001214432],"category_scores_gemma":[0.002482169,0.0002026991,0.000146368,0.002413391,0.0002925944,0.0005194496,0.001122451,0.0003114384,0.00002117586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001504737,"about_ca_system_score_gemma":0.0005659597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001041886,"about_ca_topic_score_gemma":0.00204684,"domain_scores_codex":[0.9958851,0.0008482665,0.0006515086,0.0008011728,0.00094381,0.0008701613],"domain_scores_gemma":[0.973273,0.005537465,0.0004544825,0.001375207,0.01920147,0.0001584116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00139351,0.0009256122,0.002297867,0.004110433,0.0009670207,9.632653e-7,0.06239933,0.002121436,0.0237757,0.7883939,0.008554244,0.10506],"study_design_scores_gemma":[0.008688612,0.002118142,0.01298235,0.001703978,0.00004980493,0.000001064746,0.1390622,0.005493282,0.2770363,0.4630221,0.088065,0.001777148],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5596281,0.003955947,0.1774648,0.2211116,0.004337816,0.02734932,0.001988086,0.000582491,0.003581733],"genre_scores_gemma":[0.9338433,0.0002282096,0.05983668,0.002003536,0.0001686506,0.002148999,0.00002712768,0.00004420283,0.001699307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3742152,"threshold_uncertainty_score":0.826583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1583716470318457,"score_gpt":0.4416453007864917,"score_spread":0.283273653754646,"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."}}