{"id":"W7163403918","doi":"10.63282/3050-9246.ijetcsit-v5i4p121","title":"Hardware-in-the-Loop Power Profiling Automation for Consumer Streaming Devices: A Multi-Lab Framework for Regulatory Compliance Validation","year":2024,"lang":"","type":"article","venue":"International Journal of Emerging Trends in Computer Science and Information Technology","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Troubleshooting; Profiling (computer programming); Automation; Software deployment; Provisioning; USB; The Internet; Portfolio","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01623512,0.001494128,0.0007958459,0.001900805,0.001006531,0.003561123,0.003712944,0.001219927,0.002762408],"category_scores_gemma":[0.01672176,0.0009168993,0.001033525,0.0006124487,0.002511026,0.004626094,0.004834108,0.003040895,0.001471403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002002281,"about_ca_system_score_gemma":0.005061766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003718816,"about_ca_topic_score_gemma":0.002609321,"domain_scores_codex":[0.9827183,0.006569617,0.001307471,0.002606413,0.005317996,0.001480246],"domain_scores_gemma":[0.9814394,0.00404038,0.002042476,0.007419294,0.003434156,0.00162414],"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":[0.001887001,0.004947927,0.02735977,0.0008947299,0.0002510978,0.001249188,0.004756579,0.1579166,0.1257451,0.05850803,0.0218027,0.5946813],"study_design_scores_gemma":[0.0002395638,0.002696984,0.01398994,0.0003714179,0.00008272372,0.0008452981,0.0008720279,0.8090575,0.09937754,0.02130059,0.05088474,0.0002816647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03221143,0.0001160652,0.9233699,0.0006313067,0.00005266905,0.001256215,0.000192072,0.03850245,0.003667911],"genre_scores_gemma":[0.4439276,0.0001018029,0.549957,0.0003383893,0.00004534249,0.0009949098,0.0007579174,0.001481035,0.00239593],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01623512,"threshold_uncertainty_score":0.08586049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02606233417574015,"score_gpt":0.3288761555428044,"score_spread":0.3028138213670643,"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."}}