{"id":"W6948110080","doi":"10.48336/3g2v-q338","title":"A comprehensive analysis of power consumption and resources utilization in open-source and proprietary media players","year":2025,"lang":"en","type":"article","venue":"Memorial University Research Repository (Memorial University)","topic":"Green IT and Sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Codec; Energy consumption; Software; Efficient energy use; Acceleration; Consumption (sociology); Hardware acceleration; Resource (disambiguation)","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":[0.000393645,0.0006442484,0.0004056722,0.00158723,0.0003621551,0.001105111,0.0007553826,0.0003038569,0.004963441],"category_scores_gemma":[0.002286688,0.0002565973,0.0004316023,0.002179744,0.0002681234,0.001289532,0.0004979415,0.0004265985,0.001487606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005083035,"about_ca_system_score_gemma":0.0003847004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003171835,"about_ca_topic_score_gemma":0.003746268,"domain_scores_codex":[0.999388,0.00004905786,0.00003086004,0.0001373612,0.0002725339,0.0001221791],"domain_scores_gemma":[0.9989296,0.0004471523,0.0001086469,0.00009791562,0.0003555471,0.00006119344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00358814,0.0005088318,0.08923895,0.001834736,0.0004706407,0.001552114,0.002120895,0.04919333,0.1049907,0.00674563,0.02638116,0.7133747],"study_design_scores_gemma":[0.0001507776,0.002428515,0.4439591,0.0005755777,0.0007325041,0.003262021,0.004816299,0.2188874,0.180094,0.005764666,0.1389615,0.0003677253],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554836,0.001846566,0.0110207,0.0001542505,0.00005402771,0.0001235801,0.00379446,0.001809438,0.02571341],"genre_scores_gemma":[0.9687427,0.001270109,0.00721171,0.00008321952,0.00002533107,0.0001548371,0.005664068,0.000756394,0.0160917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004963441,"threshold_uncertainty_score":0.0166043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03104409658981039,"score_gpt":0.2641113210820145,"score_spread":0.2330672244922041,"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."}}