{"id":"W4395099391","doi":"10.1007/978-3-031-48679-1_6","title":"Colourings of Path Systems","year":2023,"lang":"en","type":"book-chapter","venue":"Fields Institute communications","topic":"graph theory and CDMA systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Path (computing); Computer science; Computer network","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":[0.0001671488,0.0002043201,0.0003593153,0.0001604496,0.0001142856,0.0000219546,0.001037341,0.0004250471,0.00002829609],"category_scores_gemma":[0.00001716788,0.000225223,0.0001407643,0.00006519024,0.0001809227,0.00007589169,0.000206994,0.0005355985,0.0002175892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003382039,"about_ca_system_score_gemma":0.0000327002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004889819,"about_ca_topic_score_gemma":0.0001367945,"domain_scores_codex":[0.9991376,0.00001830459,0.0004633832,0.0001182182,0.0001317121,0.000130817],"domain_scores_gemma":[0.9976059,0.0001234834,0.0001202676,0.002023223,0.00007630594,0.00005085777],"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":[0.000001156813,0.00000602512,0.000002810561,0.0003172475,0.0001438467,0.000003183412,0.0002335041,0.001851772,0.00001969837,0.9900387,0.007034495,0.0003475923],"study_design_scores_gemma":[0.0001243622,0.00002697026,0.00001058171,0.001250192,0.00008366002,0.00001101399,0.00006758432,0.002530509,0.00001971461,0.01739568,0.9781268,0.0003529838],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00009168257,0.003127659,0.0007762916,0.00006679692,0.001994436,0.0003642545,0.000190913,0.0005532292,0.9928347],"genre_scores_gemma":[0.5258973,0.007388741,0.0002777461,0.00002143781,0.0001654213,0.0001500864,0.0003679962,0.0001348274,0.4655965],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.972643,"threshold_uncertainty_score":0.918433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04929251917829824,"score_gpt":0.2346454682546094,"score_spread":0.1853529490763111,"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."}}