{"id":"W7163137382","doi":"10.5281/zenodo.20511292","title":"Thermal Management Challenges in Compact Electronic Devices: An Expanded Overview","year":2021,"lang":"en","type":"article","venue":"Open MIND","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Electronics; Thermal management of electronic devices and systems; Miniaturization; Mobile device; Reliability (semiconductor); Heat sink; Electronic component; Thermal; Process (computing); Power electronics","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":[0.0006386404,0.0009419938,0.000762671,0.001353028,0.0005330792,0.002307887,0.0008372391,0.001835429,0.002490904],"category_scores_gemma":[0.0008870753,0.0006822551,0.0006550977,0.00124829,0.000861932,0.002579802,0.001019568,0.002004712,0.0007483634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007107825,"about_ca_system_score_gemma":0.0004813365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000731882,"about_ca_topic_score_gemma":0.0007285116,"domain_scores_codex":[0.9995906,0.00008437511,0.00003391206,0.00005234081,0.0002054199,0.00003330718],"domain_scores_gemma":[0.9993079,0.0004481002,0.00004975144,0.0000294629,0.0001436591,0.00002106185],"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":[0.000104811,0.0003430767,0.002401092,0.01688025,0.0001641394,0.001196085,0.001164806,0.07605024,0.02276479,0.2467029,0.03145685,0.6007709],"study_design_scores_gemma":[0.00001602336,0.0004893797,0.002521302,0.004429603,0.0001181789,0.002849404,0.0007229847,0.09045563,0.01032305,0.07925267,0.8086478,0.0001739153],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007701058,0.9339456,0.03185454,0.002855279,0.0009843891,0.00006039662,0.00007367423,0.0001165247,0.0224086],"genre_scores_gemma":[0.09081479,0.8763998,0.01853656,0.0011004,0.002932135,0.000137531,0.0001196417,0.00006689601,0.009892221],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002490904,"threshold_uncertainty_score":0.008332908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0808851933702118,"score_gpt":0.3054285433966166,"score_spread":0.2245433500264048,"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."}}