{"id":"W1965641578","doi":"10.1016/j.dam.2007.05.001","title":"Flows over edge-disjoint mixed multipaths and applications","year":2007,"lang":"en","type":"article","venue":"Discrete Applied Mathematics","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; University of Windsor","funders":"","keywords":"Disjoint sets; Mathematics; Enhanced Data Rates for GSM Evolution; Combinatorics; Theoretical computer science; Computer science; Telecommunications","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":[0.0004828796,0.0002104056,0.0002417034,0.000118942,0.0002300339,0.0001478505,0.0006033026,0.00008041121,0.00001506584],"category_scores_gemma":[0.00001628819,0.0001904762,0.0000721789,0.0003769238,0.0001094746,0.0001398363,0.0004305585,0.0001677715,0.0000554413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002317337,"about_ca_system_score_gemma":0.00001845279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000432727,"about_ca_topic_score_gemma":0.00001797425,"domain_scores_codex":[0.9985527,0.000007091458,0.0003827651,0.0003992285,0.0002925173,0.000365728],"domain_scores_gemma":[0.9986366,0.0002445989,0.0001267464,0.0007895945,0.00003749671,0.0001649681],"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":[0.000002247596,0.0001042102,0.00001282602,0.00007999386,0.00001828496,0.000003045013,0.00106131,0.00001018477,0.002140585,0.9358997,0.0001438436,0.06052378],"study_design_scores_gemma":[0.001172463,0.00005409263,0.001949089,0.00006167565,0.0000481989,0.00004853499,0.0009577428,0.1809872,0.008663729,0.78242,0.02265082,0.0009864157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007976812,0.00008251214,0.9772411,0.00006980899,0.00009407607,0.0005244658,0.000008283399,0.0002414214,0.0137615],"genre_scores_gemma":[0.2172906,0.00002051342,0.7821553,0.0001623613,0.0001382153,0.000123037,0.000009468654,0.00002374568,0.00007669934],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2093138,"threshold_uncertainty_score":0.7767394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01625815368571185,"score_gpt":0.2561109614297292,"score_spread":0.2398528077440174,"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."}}