{"id":"W7081960646","doi":"10.11159/htff25.142","title":"Nano-capillary Aluminium Finned Heat Sink for Ultra-efficient Evaporative Cooling","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Evaporative cooler; Aluminium; Heat sink; Heat transfer; Water cooling; Heat flow","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00009198653,0.0001505996,0.0001988767,0.0001800066,0.0002552735,0.0002593963,0.0008504064,0.0003423249,0.001527457],"category_scores_gemma":[0.0001557881,0.0001297282,0.0001537256,0.0001300507,0.0001745785,0.0003922899,0.000313432,0.0002684506,0.0004205554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004235441,"about_ca_system_score_gemma":0.0003770647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005834205,"about_ca_topic_score_gemma":0.001865377,"domain_scores_codex":[0.9999195,0.000003888854,0.000002714692,0.00002258688,0.00003879392,0.00001247184],"domain_scores_gemma":[0.9998689,0.00002000622,0.00001702329,0.00001416207,0.00006630818,0.00001366922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001071769,0.00003573277,0.0002653519,0.0001141171,0.000009440463,0.00007557937,0.0000384322,0.00185715,0.9817229,0.001965864,0.001661894,0.01214639],"study_design_scores_gemma":[0.00003227212,0.0004258342,0.001713002,0.00001839027,0.00001883971,0.0001984222,0.00003753133,0.05650435,0.9257718,0.0005066663,0.01474053,0.00003240078],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8318348,0.004324796,0.1322888,0.0006188934,0.001702184,0.0001257234,0.0007152634,0.002103045,0.02628655],"genre_scores_gemma":[0.9633204,0.0004020378,0.02392243,0.00008964261,0.00004904464,0.00004596723,0.0001594963,0.00005422041,0.01195668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001527457,"threshold_uncertainty_score":0.005109847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007094468487172724,"score_gpt":0.209873959079918,"score_spread":0.2027794905927453,"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."}}