{"id":"W196143471","doi":"","title":"Combinatorial and Algorithmic Aspects of Networking: First Workshop on Combinatorial and Algorithmic Aspects of Networking, CAAN 2004, Banff, Alberta, ... Papers (Lecture Notes in Computer Science)","year":2005,"lang":"en","type":"book","venue":"Springer eBooks","topic":"Interconnection Networks and Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; Operations research; Theoretical computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005846889,0.001447344,0.001092455,0.001654572,0.001056665,0.003866315,0.001458826,0.0006901468,0.03168206],"category_scores_gemma":[0.0009900942,0.0009109956,0.0006356494,0.00452079,0.001541153,0.002769581,0.0007048535,0.002602686,0.006827243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003625957,"about_ca_system_score_gemma":0.002865281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01339412,"about_ca_topic_score_gemma":0.03769726,"domain_scores_codex":[0.999703,0.00002909329,0.000009111095,0.00006985816,0.0001467248,0.00004232035],"domain_scores_gemma":[0.9994283,0.0001730192,0.00002567547,0.00006213792,0.000194594,0.0001162222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004749067,0.00005764638,0.0002658819,0.0004978675,0.00003491392,0.00007084625,0.0001135433,0.004643743,0.001421797,0.1188312,0.6965722,0.1774429],"study_design_scores_gemma":[0.0000200029,0.00003105049,0.001569413,0.0002995289,0.00004141737,0.0004131829,0.0001139184,0.007840801,0.001493549,0.1651901,0.822956,0.00003115098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006675935,0.3642752,0.1075096,0.0194353,0.01862995,0.0001114066,0.001993761,0.001219876,0.480149],"genre_scores_gemma":[0.04723689,0.1901399,0.06539354,0.001610154,0.006634749,0.0001417122,0.003345086,0.0008653785,0.6846326],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03168206,"threshold_uncertainty_score":0.105987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009139767182181173,"score_gpt":0.2141491355936606,"score_spread":0.2050093684114795,"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."}}