{"id":"W4229715086","doi":"10.1109/lcomm.2014.2333931","title":"IEEE Communications Society Information","year":2014,"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":"University of Waterloo; Institut National de la Recherche Scientifique","funders":"","keywords":"Computer science; Computer network; Telecommunications","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":[0.0008111955,0.0001323454,0.0002477217,0.0001417514,0.0007099198,0.0001730808,0.001962977,0.00006100862,0.0002648062],"category_scores_gemma":[0.0000611576,0.0001652545,0.0001792435,0.0002487438,0.0004968596,0.0007983081,0.0003426356,0.0002122338,0.01553556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001268489,"about_ca_system_score_gemma":0.00001027243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001720001,"about_ca_topic_score_gemma":0.00002271888,"domain_scores_codex":[0.9988896,0.00003905621,0.0006034441,0.0001908683,0.00003524078,0.0002417688],"domain_scores_gemma":[0.9960307,0.000165197,0.0003644102,0.003329627,0.00004768503,0.0000623982],"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":[0.000002274233,0.00008346199,0.002346391,0.00001521883,0.0001251661,2.495065e-8,0.003540423,0.0002303192,0.0001291775,0.1654849,0.8260145,0.002028176],"study_design_scores_gemma":[0.0003129001,0.000007126731,0.0009171944,0.000008389996,0.000008985407,9.085197e-7,0.000367758,0.01644257,0.00002747927,0.001402269,0.9802881,0.0002163342],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02293461,0.001257063,0.05619294,0.06436694,0.004444189,0.0006956829,0.0007732775,0.0004076108,0.8489277],"genre_scores_gemma":[0.9497361,0.001933297,0.02645724,0.0147288,0.0001190404,0.0001677866,0.0001836882,0.00002620914,0.006647864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9268014,"threshold_uncertainty_score":0.985231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06302226251916647,"score_gpt":0.233858204848327,"score_spread":0.1708359423291605,"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."}}