{"id":"W4321606827","doi":"10.1109/comsnets56262.2023.10041347","title":"Design for sustainability - an imperative for future mobile networks","year":2023,"lang":"en","type":"article","venue":"","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nokia (Canada)","funders":"","keywords":"Sustainability; Environmental economics; Energy consumption; Efficient energy use; Resource scarcity; Scarcity; Resource efficiency; Key (lock); Computer science; Resource (disambiguation); Natural resource economics; Engineering; Economics; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.001019123,0.0004805331,0.0004392358,0.0002020312,0.0005472294,0.001919971,0.0006001189,0.0009399102,0.003335295],"category_scores_gemma":[0.001763312,0.000218732,0.0002737812,0.0003144386,0.001174932,0.002078914,0.001036226,0.001023643,0.001126195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008591945,"about_ca_system_score_gemma":0.00142236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004690378,"about_ca_topic_score_gemma":0.001191608,"domain_scores_codex":[0.9994295,0.000204671,0.00001408403,0.00005703011,0.0002312107,0.00006338314],"domain_scores_gemma":[0.9995064,0.0001468362,0.00005142098,0.00006362949,0.0001758799,0.00005582009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004477045,0.00006123575,0.001031714,0.0003515519,0.0000525789,0.0001282823,0.0003035791,0.1339214,0.01357482,0.6755027,0.0169654,0.158062],"study_design_scores_gemma":[0.00001811565,0.0001460903,0.0004504643,0.0001907859,0.00002849282,0.0002518977,0.0004408503,0.1272841,0.003313257,0.6247209,0.2431251,0.00002991346],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01733258,0.00858266,0.8738441,0.02126743,0.000819553,0.00008941971,0.0001159082,0.0002925522,0.07765576],"genre_scores_gemma":[0.694532,0.01678238,0.2385218,0.003465357,0.0008788435,0.0003406012,0.0001431665,0.0003246217,0.04501125],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003335295,"threshold_uncertainty_score":0.01115769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01121919318960843,"score_gpt":0.2699996761892157,"score_spread":0.2587804829996073,"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."}}