{"id":"W4206969593","doi":"10.1109/lwc.2021.3105859","title":"IEEE Wireless Communications Letters","year":2021,"lang":"en","type":"article","venue":"IEEE Wireless Communications Letters","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Computer science; Wireless; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006565108,0.0003171214,0.0006509779,0.0003046078,0.001120424,0.0003113443,0.003237281,0.0001108581,0.0006707439],"category_scores_gemma":[0.00004616608,0.0004218879,0.0003082065,0.0006725627,0.001062781,0.0005015172,0.0008482887,0.0004904604,0.008507967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002940771,"about_ca_system_score_gemma":0.00005064186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003571532,"about_ca_topic_score_gemma":0.0002325276,"domain_scores_codex":[0.9974759,0.0001356098,0.00102656,0.0007059929,0.00008551386,0.0005703767],"domain_scores_gemma":[0.9926851,0.0003367593,0.0005228674,0.006199721,0.0001031446,0.0001524397],"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":[0.00001798315,0.0009456334,0.0143326,0.00008222256,0.0009561646,0.00002323141,0.005501334,0.0006402198,0.02539,0.2221329,0.7259322,0.004045535],"study_design_scores_gemma":[0.001758971,0.00001902804,0.003497184,0.0001339906,0.00008631645,0.00003607427,0.002358795,0.01498849,0.0025041,0.001135795,0.9718548,0.001626441],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6743836,0.006443164,0.009825347,0.1267105,0.007671453,0.0008168815,0.001915195,0.0005169237,0.1717169],"genre_scores_gemma":[0.9700875,0.004501979,0.005266852,0.009413111,0.0001458056,0.0002030861,0.0002125288,0.00007056935,0.0100986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2957039,"threshold_uncertainty_score":0.9998233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07237867976110617,"score_gpt":0.2488396143861099,"score_spread":0.1764609346250038,"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."}}