{"id":"W4405601992","doi":"10.1109/iotais64014.2024.10799355","title":"GEMINIS–Green Evaluation Methodology for IoT and Network Infrastructure Sustainability","year":2024,"lang":"en","type":"article","venue":"","topic":"Green IT and Sustainability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Sustainability; Internet of Things; Computer science; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.00189817,0.0001366645,0.0001877904,0.00005211477,0.00005970838,0.00004496472,0.00006816898,0.0001513769,0.0001388197],"category_scores_gemma":[0.0003815613,0.0001174842,0.00005754643,0.0001831177,0.00005972324,0.00006989045,0.00003707079,0.0001434001,0.000001089008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000250891,"about_ca_system_score_gemma":0.0001316124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003842085,"about_ca_topic_score_gemma":0.00007708777,"domain_scores_codex":[0.9990313,0.0001127962,0.0001924963,0.0002537679,0.0001040687,0.0003055602],"domain_scores_gemma":[0.9989542,0.0005762818,0.000008094267,0.0001966306,0.0002023383,0.00006248624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004179713,0.000006708481,0.009376649,0.002399932,0.0001285166,0.000003980955,0.001615196,0.06703658,0.00008202109,0.03852365,0.01475837,0.8660266],"study_design_scores_gemma":[0.0001629482,0.0000462809,0.01760657,0.000005759937,0.0000632332,0.0000054295,0.0005894297,0.4947875,0.00005403514,0.4629631,0.02357083,0.0001449298],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6670043,0.003940187,0.319511,0.00159796,0.001160918,0.002211929,0.00001454077,0.0008838058,0.003675367],"genre_scores_gemma":[0.9784749,0.000008414249,0.02059101,0.00003747467,0.0002975469,0.0001394562,0.00001283776,0.00002411838,0.0004142427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8658817,"threshold_uncertainty_score":0.4790867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02581069251627013,"score_gpt":0.3192919756641749,"score_spread":0.2934812831479048,"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."}}