{"id":"W2012554352","doi":"10.1109/colcom.2007.4553869","title":"Evolving a text-based conferencing system: An experience report","year":2007,"lang":"en","type":"article","venue":"","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Victoria University; University of Victoria","keywords":"Plug-in; Computer science; Server; Protocol (science); Architecture; Eclipse; Process (computing); World Wide Web; Videoconferencing; Client–server model; Systems architecture; Operating system; Multimedia","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000733028,0.0001924153,0.0001888383,0.0001949005,0.0002338734,0.0002673201,0.001163273,0.0000730423,0.00003530426],"category_scores_gemma":[0.00001451384,0.0001571509,0.00005803636,0.0006071528,0.000027608,0.0007326317,0.0001821762,0.0001323707,0.0000323952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006166793,"about_ca_system_score_gemma":0.0001340589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001267151,"about_ca_topic_score_gemma":0.001025713,"domain_scores_codex":[0.9979361,0.00004779372,0.0004346835,0.0006369996,0.0004604326,0.0004840177],"domain_scores_gemma":[0.9981358,0.0001301536,0.0001577868,0.001111852,0.0002124083,0.0002520192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001157102,0.0007656966,0.1122647,0.0009778336,0.0001110071,0.008962328,0.08480284,0.001802968,0.09607977,0.5973718,0.0002613297,0.09648409],"study_design_scores_gemma":[0.001390807,0.000481708,0.06519491,0.0005236532,0.00002922423,0.001951027,0.02066099,0.7333062,0.1660681,0.0007271199,0.007947346,0.001718993],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2523089,0.0000367822,0.7146767,0.0001276084,0.000386684,0.0001216683,2.483511e-7,0.0006754328,0.03166603],"genre_scores_gemma":[0.9302213,1.672405e-7,0.06830273,0.001265627,0.0001109014,0.00000991099,0.000004034249,0.00001044172,0.00007487142],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7315032,"threshold_uncertainty_score":0.6408429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141029564821131,"score_gpt":0.2657358979276065,"score_spread":0.2516329414454935,"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."}}