{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007571371,0.001539222,0.001273296,0.002785544,0.001138678,0.003663,0.0008453461,0.002475072,0.3669444],"category_scores_gemma":[0.00371248,0.0006073661,0.0003649392,0.003185716,0.000615703,0.002511123,0.001687487,0.002490603,0.370263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126941,"about_ca_system_score_gemma":0.0022306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003735186,"about_ca_topic_score_gemma":0.003343582,"domain_scores_codex":[0.9994091,0.00008868748,0.00003331339,0.0001074193,0.0002897719,0.00007169929],"domain_scores_gemma":[0.9977788,0.0004047216,0.0001235441,0.0005752732,0.0009280588,0.0001896131],"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":[0.00005024109,0.00004394049,0.0001515832,0.000145016,0.0000111095,0.00007002665,0.00002245642,0.0009406272,0.001134158,0.01019223,0.7691849,0.2180538],"study_design_scores_gemma":[0.00001489144,0.00003004337,0.0004092254,0.0001214979,0.00001640715,0.00008544982,0.00002291671,0.002529363,0.0008484806,0.0064459,0.9894599,0.00001603311],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001911059,0.005004587,0.02524177,0.00820614,0.008262401,0.00025484,0.007108449,0.003360414,0.9406503],"genre_scores_gemma":[0.009150957,0.005713092,0.002980238,0.001297207,0.001496737,0.0001810975,0.006931749,0.0005103197,0.9717386],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6330556,"threshold_uncertainty_score":0.902977,"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."}}