{"id":"W4236048669","doi":"10.1007/978-1-4614-6602-4_1","title":"Introduction","year":2013,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001093977,0.0004513193,0.0004651699,0.0006255562,0.0002264646,0.001020983,0.003888901,0.0002434315,0.000353587],"category_scores_gemma":[0.00001544538,0.0004458857,0.0001154552,0.0004873583,0.0005374126,0.001454884,0.002039627,0.0007354289,0.0009712406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002987147,"about_ca_system_score_gemma":0.0003867115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002587822,"about_ca_topic_score_gemma":0.000008557689,"domain_scores_codex":[0.9960057,0.0000233909,0.0005771292,0.00172062,0.0009416558,0.0007315323],"domain_scores_gemma":[0.9972007,0.00006809767,0.0002974063,0.001963381,0.0002448943,0.0002255397],"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":[0.000001285585,0.00001316457,0.00000759027,0.00002094356,0.000004359053,0.00002344362,0.00007404671,0.001182214,0.00002210422,0.6447868,0.00405577,0.3498082],"study_design_scores_gemma":[0.0003105126,0.0001901801,0.0005059116,0.0003480213,0.000004083818,0.00006917988,2.823952e-7,0.280588,0.0002937843,0.09118195,0.6253682,0.001139926],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00002355583,0.0001218053,0.8500585,0.001698785,0.003715451,0.002466546,8.228803e-7,0.0003054186,0.1416091],"genre_scores_gemma":[0.006828421,0.0002743628,0.7524563,0.002479622,0.01740841,0.001356031,0.000007346125,0.0001827411,0.2190067],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6213124,"threshold_uncertainty_score":0.9998066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424762414344747,"score_gpt":0.2302953301092906,"score_spread":0.2160477059658431,"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."}}