{"id":"W7081946770","doi":"10.11159/htff25.124","title":"CFD Study on Cross-Cut Design of Horizontal Plate-Fin Heat Sinks","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":true,"ca_institutions":"","funders":"","keywords":"Computational fluid dynamics; Heat transfer; Heat sink; Heat exchanger; Work (physics)","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":[0.0002942471,0.0003866422,0.0003843789,0.000304794,0.0003309567,0.0005919021,0.0004365526,0.0006309259,0.001880816],"category_scores_gemma":[0.0007006951,0.0002900292,0.0004191807,0.0002076941,0.0004025614,0.0004124347,0.0003232096,0.0002684463,0.0001980301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004241792,"about_ca_system_score_gemma":0.0006724323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002887612,"about_ca_topic_score_gemma":0.002015974,"domain_scores_codex":[0.999879,0.00001844636,0.000004814629,0.00002718397,0.00003869093,0.00003184803],"domain_scores_gemma":[0.999692,0.0001304941,0.00004393292,0.00001896632,0.0000930255,0.00002160443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009779829,0.00003434677,0.002804631,0.0001468618,0.00001928598,0.0002208939,0.00007758278,0.9572369,0.0286085,0.002312448,0.0002957021,0.008144917],"study_design_scores_gemma":[0.00001137873,0.0001180726,0.0009077763,0.00001150298,0.000009760199,0.00004829592,0.00004182315,0.9896619,0.007904164,0.0003585675,0.0009176097,0.000009092839],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7077914,0.000816396,0.273798,0.0002453122,0.0001245821,0.0001178643,0.0002564454,0.0004689939,0.01638094],"genre_scores_gemma":[0.9758878,0.0001622502,0.0214988,0.00001814028,0.00000692265,0.00004694566,0.00008212384,0.0000307089,0.002266192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002887612,"threshold_uncertainty_score":0.006291986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01067627385657098,"score_gpt":0.2310200697613831,"score_spread":0.2203437959048122,"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."}}