{"id":"W2148158683","doi":"10.1002/0471224561.ch4","title":"Channel Assignment and Graph Multicoloring","year":2002,"lang":"en","type":"other","venue":"","topic":"graph theory and CDMA systems","field":"Engineering","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Base station; Graph; Channel (broadcasting); Interference (communication); Base (topology); Computer science; Frequency reuse; Reuse; Topology (electrical circuits); Mathematics; Algorithm; Combinatorics; Theoretical computer science; Computer network; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004216003,0.0001802338,0.000181897,0.0001526934,0.00001570719,0.00001742109,0.00006084242,0.0001638338,0.00145808],"category_scores_gemma":[0.000001189012,0.000159534,0.00003731481,0.00005123097,0.00001818727,0.00001495166,0.00001263984,0.00009175736,0.000123916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009356171,"about_ca_system_score_gemma":5.234621e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001788612,"about_ca_topic_score_gemma":0.00001177976,"domain_scores_codex":[0.999534,0.00001123449,0.00009234706,0.0001326592,0.00007079853,0.0001589714],"domain_scores_gemma":[0.9997646,0.00001025433,0.00001681408,0.0001470427,0.000001989406,0.00005931361],"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":[0.000001813344,0.00003347757,0.00003740508,0.0009118544,0.0003708707,0.00002792631,0.0003574671,0.001981634,0.0002099348,0.004552862,0.9878035,0.003711283],"study_design_scores_gemma":[0.0003992665,0.00002490096,0.00002202575,0.0003671106,0.00003991976,0.00001223841,0.0001443097,0.006463238,0.0002505765,0.0003930066,0.9912457,0.0006376373],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005138736,0.002853953,0.003793593,0.000003700986,0.0007311382,0.0001884117,0.000007428451,0.0008092074,0.9915612],"genre_scores_gemma":[0.1129459,0.0006911141,0.0001064536,0.00001484842,0.0002277069,0.00005636206,0.000003185876,0.0004224088,0.885532],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1128945,"threshold_uncertainty_score":0.9994547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009913741816565786,"score_gpt":0.1704579556576848,"score_spread":0.160544213841119,"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."}}