{"id":"W2396102698","doi":"","title":"Utility And Expandabilty Of Channel Assignments.","year":2014,"lang":"en","type":"article","venue":"Ars Combinatoria","topic":"semigroups and automata theory","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Channel (broadcasting); Mathematics; Computer science; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003767659,0.0006324259,0.0008013574,0.00206841,0.001852298,0.004554516,0.001456032,0.001252974,0.01259094],"category_scores_gemma":[0.02445694,0.000709578,0.001321983,0.001639445,0.006081057,0.01137827,0.003212435,0.003040997,0.001450759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001732094,"about_ca_system_score_gemma":0.001192395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00145847,"about_ca_topic_score_gemma":0.001480101,"domain_scores_codex":[0.9955954,0.001836045,0.0002918853,0.0008740012,0.0007891207,0.0006136063],"domain_scores_gemma":[0.9718289,0.02225682,0.001056532,0.002181658,0.001580176,0.001095753],"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":[0.00006404158,0.0000298537,0.0002718666,0.00004787106,0.00001373973,0.00008864504,0.0003126352,0.002290891,0.0007313967,0.9874182,0.001232596,0.00749826],"study_design_scores_gemma":[0.00001370319,0.00001457146,0.0001579381,0.00001943168,0.00001527199,0.0001165545,0.00007547582,0.0087881,0.000707082,0.9879333,0.002144255,0.00001421942],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2074977,0.001892654,0.6133688,0.004791036,0.000387152,0.0001504109,0.001614652,0.001003346,0.1692943],"genre_scores_gemma":[0.9548166,0.0005471566,0.0278699,0.0003663255,0.000316675,0.0001574905,0.0004269863,0.0001791405,0.01531977],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01259094,"threshold_uncertainty_score":0.04212093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01107112785121729,"score_gpt":0.2243109670607269,"score_spread":0.2132398392095096,"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."}}