{"id":"W4375933540","doi":"10.2139/ssrn.4440812","title":"Phase Change Heat Sinks Under Periodic Heating: Analysis and Experimental Verification","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Phase change; Phase (matter); Heat sink; Materials science; Environmental science; Thermodynamics; Physics","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":[0.0003071384,0.0003542269,0.0004958253,0.0002836185,0.0004350282,0.0004388025,0.0006970632,0.0003983391,0.002274401],"category_scores_gemma":[0.001178026,0.000301301,0.0002116408,0.0003620088,0.0007857101,0.0006330153,0.0003680177,0.0004127423,0.0002907984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004228387,"about_ca_system_score_gemma":0.0003819451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005465278,"about_ca_topic_score_gemma":0.0004755614,"domain_scores_codex":[0.9998372,0.0000218737,0.00000488322,0.00003413604,0.00006790936,0.00003400775],"domain_scores_gemma":[0.999473,0.0002199651,0.00008015618,0.00009604359,0.0001011273,0.00002965863],"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":[0.002720599,0.0006449623,0.002996616,0.0006110254,0.00004223778,0.0003202398,0.0005142404,0.1045511,0.8610151,0.003936228,0.001640435,0.02100721],"study_design_scores_gemma":[0.0002374473,0.001057257,0.002766691,0.00001613773,0.00003324138,0.00005836414,0.00009080433,0.2608611,0.7326735,0.0007247932,0.001460714,0.00001972983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834316,0.000189359,0.01351387,0.00009524456,0.00005977911,0.00006554627,0.0001855094,0.0003639507,0.002095078],"genre_scores_gemma":[0.9975914,0.00004472469,0.001673097,0.000004017333,0.000004428952,0.00002572316,0.00004552428,0.0000278078,0.0005833311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002274401,"threshold_uncertainty_score":0.007608593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951236833811464,"score_gpt":0.2857049689706608,"score_spread":0.2561926006325461,"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."}}