{"id":"W4390930578","doi":"10.30574/wjarr.2024.21.1.0111","title":"Sustainable cooling solutions for electronics: A comprehensive review: Investigating the latest techniques and materials, their effectiveness in mechanical applications, and associated environmental benefits","year":2024,"lang":"en","type":"article","venue":"World Journal of Advanced Research and Reviews","topic":"Advanced Thermoelectric Materials and Devices","field":"Materials Science","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Sustainability; Emerging technologies; Resource efficiency; Renewable energy; Electronics; Systems engineering; Resource (disambiguation); Life-cycle assessment; Computer science; Engineering; Environmental economics; Nanotechnology; Materials science","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":[0.00198773,0.001299916,0.00180844,0.005588494,0.0005153364,0.002207117,0.001016612,0.00155753,0.003742217],"category_scores_gemma":[0.003649749,0.000509773,0.001794509,0.005632081,0.000577093,0.002832193,0.000869507,0.001307717,0.0009479748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000948346,"about_ca_system_score_gemma":0.005151794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002149279,"about_ca_topic_score_gemma":0.004710218,"domain_scores_codex":[0.9987865,0.0002994461,0.0002476822,0.0001548282,0.000416015,0.00009560079],"domain_scores_gemma":[0.9964412,0.002379076,0.0004441042,0.0000629448,0.0005922213,0.00008033765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008490899,0.00007940918,0.0004605802,0.3037602,0.0005603021,0.0002749939,0.0003651302,0.0009644937,0.00456211,0.006314868,0.02251191,0.6600611],"study_design_scores_gemma":[0.00001644472,0.0002393739,0.001858729,0.07911143,0.001804066,0.00089544,0.0003827666,0.0002869287,0.002385457,0.003041296,0.9099182,0.00005978576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000222518,0.9987638,0.0001580003,0.0001933142,0.0001249499,0.000008162488,0.00002623067,0.000005237446,0.0004976795],"genre_scores_gemma":[0.001107022,0.9981685,0.0002767026,0.0001414819,0.00008327895,0.00001023143,0.00003724203,0.000001982748,0.0001734825],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005588494,"threshold_uncertainty_score":0.01251894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03812590035250967,"score_gpt":0.3421109719348819,"score_spread":0.3039850715823723,"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."}}