{"id":"W2802504228","doi":"10.1139/tcsme-2013-0076","title":"THERMAL PERFORMANCE OF VERTICAL HEAT SINKS WITH DIFFERENT PIEZOFAN ARRANGEMENTS","year":2013,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat sink; Fin; Heat transfer; Annular fin; Materials science; Heat spreader; Sink (geography); Thermal resistance; Mechanics; Plate fin heat exchanger; Heat transfer coefficient; Heat transfer enhancement; Thermodynamics; Plate heat exchanger; Composite material; Physics; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000427827,0.000123765,0.0001585875,0.00002920373,0.00007836348,0.000009851065,0.0001432177,0.00009705249,0.00006658376],"category_scores_gemma":[0.000002201236,0.00009342885,0.0002074703,0.0001390096,0.00002676917,0.00009757934,0.000001588033,0.0001563958,6.550609e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293698,"about_ca_system_score_gemma":0.00003632805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129026,"about_ca_topic_score_gemma":0.001767585,"domain_scores_codex":[0.9993556,0.000003381213,0.0001809965,0.0000842135,0.0001220782,0.0002537089],"domain_scores_gemma":[0.9996153,0.00002637771,0.000003917658,0.0001646006,0.00004428071,0.0001455378],"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":[0.000005749208,0.00001653702,0.00003349102,0.0002594676,0.0001667109,3.252889e-8,0.0002061492,0.9608645,0.03720244,0.0001722767,0.00002439109,0.001048214],"study_design_scores_gemma":[0.0003846476,0.00007707244,0.0008193485,0.00006846745,0.00007327526,8.32958e-7,0.00002809278,0.9069794,0.09138725,0.000004823931,0.00005613468,0.0001206062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6491665,0.00002205792,0.350064,0.0001216598,0.0001417511,0.0003613005,0.00002745873,0.00004740262,0.00004795479],"genre_scores_gemma":[0.9970974,0.00001415432,0.002733262,0.0000244536,0.00001539275,0.0000687283,0.000003873592,0.00003212173,0.00001062923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3479309,"threshold_uncertainty_score":0.3809918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00667845802273396,"score_gpt":0.1671052733044598,"score_spread":0.1604268152817259,"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."}}