{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009803941,0.001846535,0.0006127561,0.006181672,0.0009031465,0.003153041,0.001018169,0.0007888065,0.004237825],"category_scores_gemma":[0.01398052,0.000415514,0.001215564,0.003051963,0.001579546,0.003139994,0.003025649,0.001244257,0.0006459502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003078222,"about_ca_system_score_gemma":0.00334248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002454316,"about_ca_topic_score_gemma":0.003813908,"domain_scores_codex":[0.9931085,0.003165157,0.0005260577,0.0004614196,0.00248594,0.0002528172],"domain_scores_gemma":[0.9936875,0.002812404,0.0006974305,0.0006872258,0.001954989,0.000160428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002484865,0.0003493431,0.01224833,0.00137528,0.0002227129,0.0002825192,0.001839114,0.1250726,0.01039017,0.3968103,0.01011723,0.4410439],"study_design_scores_gemma":[0.00008890793,0.0008211524,0.00905009,0.0007697647,0.0001871466,0.0004505895,0.003077504,0.5185134,0.03760846,0.2559602,0.1732846,0.0001882797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02282764,0.0003526466,0.9454192,0.000390374,0.00008655363,0.001218414,0.001281985,0.001775463,0.02664775],"genre_scores_gemma":[0.2280645,0.0002837613,0.7636729,0.0001240718,0.00002638266,0.001778652,0.001166391,0.0002742216,0.004609098],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009803941,"threshold_uncertainty_score":0.05184877,"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."}}