{"id":"W3046489877","doi":"10.1049/iet-its.2020.0009","title":"Predictive model for battery life in IoT networks","year":2020,"lang":"en","type":"article","venue":"IET Intelligent Transport Systems","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Internet of Things; Battery (electricity); Computer science; Embedded system; Real-time computing","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"],"consensus_categories":[],"category_scores_codex":[0.0001492264,0.0002566006,0.0004213008,0.0001272395,0.00003152281,0.00001829633,0.0004162766,0.0002314819,0.00001560219],"category_scores_gemma":[0.00002954701,0.0002623614,0.0001085782,0.0003251239,0.00004957913,0.0001009439,0.00001698598,0.0004445208,0.00002102961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001370923,"about_ca_system_score_gemma":0.00002868221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001073717,"about_ca_topic_score_gemma":0.00002330244,"domain_scores_codex":[0.9982225,0.0000138182,0.0006037239,0.0003631248,0.000236624,0.0005602119],"domain_scores_gemma":[0.9993648,0.0000917704,0.00003472964,0.0002725358,0.00005303776,0.000183155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007540124,0.00001937159,0.003225534,0.0003985222,0.0000572867,0.00001602476,0.0005654406,0.9933395,0.0002138342,0.0001036593,0.001363602,0.000621795],"study_design_scores_gemma":[0.0002311936,0.00008286809,0.0001278916,0.0001081415,0.000009840428,0.000001602578,0.0003936178,0.9957905,0.0006203889,0.00004649417,0.002342287,0.00024518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02946466,0.001124113,0.9663919,0.0002726453,0.0003207846,0.001234116,0.00009778434,0.0008794346,0.0002146172],"genre_scores_gemma":[0.9980306,0.0002836405,0.0005978655,0.0001562888,0.0001631923,0.0005643731,0.00005065162,0.00008758895,0.00006578787],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9685659,"threshold_uncertainty_score":0.9999828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04913198921676246,"score_gpt":0.2603923505725292,"score_spread":0.2112603613557667,"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."}}