{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001311111,0.00007655673,0.0001102535,0.00002679833,0.00001493239,0.00005248962,0.0001247298,0.00003064233,0.0008395478],"category_scores_gemma":[6.401961e-7,0.00007797684,0.00001566231,0.00009629649,0.000002885128,0.0002671706,0.00001475633,0.00006646613,0.00004746048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004811932,"about_ca_system_score_gemma":0.00001530888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006503488,"about_ca_topic_score_gemma":0.0006441686,"domain_scores_codex":[0.999472,0.00003651614,0.0001042972,0.0001179797,0.00005944326,0.0002098006],"domain_scores_gemma":[0.9997985,0.00000726747,0.000002973202,0.0001432185,0.000006970986,0.00004108757],"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":[0.00001948669,0.0002698772,0.0009367031,0.0002372767,0.0001375926,0.000068475,0.005047848,0.1573166,0.001089498,0.001095422,0.00003630841,0.8337449],"study_design_scores_gemma":[0.009548301,0.0004069724,0.2406422,0.001662432,0.0002690647,0.00005361828,0.01321631,0.2111999,0.08652545,0.0003260388,0.4333102,0.002839486],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.759518,0.0147886,0.0007012667,0.0001923066,0.00009195269,0.0003954204,0.000004512782,0.00001275072,0.2242952],"genre_scores_gemma":[0.9936888,0.005368394,0.000785471,0.00002448467,0.00001726982,0.000007682511,0.00002804083,0.00001399198,0.00006592251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8309054,"threshold_uncertainty_score":0.919246,"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."}}