{"id":"W1865890927","doi":"10.1007/1-4020-4711-8_8","title":"Multi-route and Multi-user Diversity","year":2006,"lang":"en","type":"book-chapter","venue":"Kluwer Academic Publishers eBooks","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Diversity (politics); Computer science; Geography; Sociology; Anthropology","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0006009056,0.000567692,0.000514185,0.0003524654,0.0007204794,0.0006969295,0.003141535,0.0009217702,0.00007032311],"category_scores_gemma":[0.00005039374,0.0005799519,0.0001748219,0.0000613357,0.0003198643,0.001341252,0.006614889,0.002337057,0.00007295751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000216639,"about_ca_system_score_gemma":0.0001471072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003021082,"about_ca_topic_score_gemma":0.00006111735,"domain_scores_codex":[0.997414,0.00009338093,0.0005344968,0.0009772256,0.0004829587,0.0004979372],"domain_scores_gemma":[0.9976993,0.0001323729,0.0003617124,0.00124959,0.0002645111,0.000292486],"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":[0.00001680601,0.00004750315,0.001559346,0.00006469518,0.0002984456,0.00005744699,0.00301909,0.00002306245,0.0001765411,0.3235337,0.4714093,0.1997942],"study_design_scores_gemma":[0.001014736,0.00002003579,0.0007008481,0.000156216,0.0000439028,0.00001795874,0.000009489047,0.005696838,0.00001554881,0.002514802,0.9889917,0.0008178892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006081646,0.003658384,0.1178277,0.001149197,0.0008261262,0.0007092241,0.00002576483,0.0006930926,0.8750497],"genre_scores_gemma":[0.003830595,0.0003671076,0.01541268,0.001887158,0.0001959211,0.0000170604,0.00003765883,0.00006037129,0.9781914],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5175825,"threshold_uncertainty_score":0.9999646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06380579711397112,"score_gpt":0.2668726147041582,"score_spread":0.2030668175901871,"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."}}