{"id":"W33837419","doi":"10.1093/jnen/nlab033","title":"Proceedings of the ACM SIGCOMM workshop on Future directions in network architecture","year":2004,"lang":"en","type":"article","venue":"","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Troubleshooting; Architecture; Outreach; Incentive; Set (abstract data type); Game theory; World Wide Web; Operations research; Telecommunications; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002068043,0.0001127331,0.0001394504,0.00005000866,0.00011085,0.00007626899,0.001853843,0.00007291502,0.000002613229],"category_scores_gemma":[0.00006682846,0.00006952336,0.00007754638,0.001213606,0.00002528482,0.00006859993,0.0004159832,0.0002795148,0.000006020861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003894306,"about_ca_system_score_gemma":0.00003824997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003325571,"about_ca_topic_score_gemma":0.00008038541,"domain_scores_codex":[0.9991129,0.00001921131,0.0001946992,0.0002371781,0.000200069,0.0002359315],"domain_scores_gemma":[0.9992099,0.00007679037,0.00008622075,0.0005428766,0.00004544385,0.00003875016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002145109,0.0003253229,0.007833481,0.00005476725,0.00003819244,0.000003924402,0.005505309,0.3876723,0.0001331983,0.5395935,0.02596991,0.03284865],"study_design_scores_gemma":[0.003086252,0.0003946823,0.1932154,0.002882507,0.00002136169,0.0001607626,0.000953061,0.01035645,0.001179252,0.3194627,0.4669074,0.00138004],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6172653,0.0009563622,0.1529244,0.09436296,0.007256634,0.001639726,0.000007926103,0.001085867,0.1245008],"genre_scores_gemma":[0.9887361,0.00000748805,0.01010522,0.0003750043,0.0004063735,0.000008272927,5.997255e-7,0.00000556715,0.0003553699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4409375,"threshold_uncertainty_score":0.3444932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119491929621758,"score_gpt":0.2299569594474007,"score_spread":0.2180077664852249,"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."}}