{"id":"W4245402965","doi":"10.1109/lcomm.2014.2386731","title":"IEEE Communications Society Information","year":2015,"lang":"en","type":"article","venue":"IEEE Communications Letters","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique; University of Waterloo","funders":"","keywords":"Computer science; Telecommunications; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008221199,0.0001296644,0.0002376693,0.0001450881,0.0004593602,0.0001765822,0.001930471,0.00006078873,0.0001448206],"category_scores_gemma":[0.00006426828,0.0001616194,0.0001517676,0.0002949041,0.0004941019,0.00102806,0.0003998203,0.0002084185,0.01785507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002344553,"about_ca_system_score_gemma":0.0000294632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002746392,"about_ca_topic_score_gemma":0.00002535209,"domain_scores_codex":[0.9989119,0.000031093,0.0005975533,0.0001785354,0.00004421721,0.0002366991],"domain_scores_gemma":[0.9963312,0.00008706922,0.0003471881,0.00304784,0.00008131226,0.0001054239],"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":[0.000002540164,0.00006372343,0.001763621,0.000005822383,0.00008928371,6.292389e-8,0.005216248,0.0001993708,0.00002893638,0.04154194,0.9506148,0.0004736372],"study_design_scores_gemma":[0.0004526193,0.000008303786,0.0003695629,0.00000707209,0.000009348137,0.000001672397,0.00156834,0.007293754,0.00002014412,0.001402942,0.988645,0.0002212612],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02723556,0.003546803,0.01905039,0.0753973,0.00610098,0.0008508129,0.001260266,0.0004399937,0.8661179],"genre_scores_gemma":[0.9248875,0.002742362,0.0417596,0.01663183,0.0001606289,0.0002695518,0.0003326155,0.00003888351,0.01317703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.897652,"threshold_uncertainty_score":0.9829096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1341104025353202,"score_gpt":0.2570041620179151,"score_spread":0.122893759482595,"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."}}