{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005391882,0.0003008428,0.0003733173,0.0004767616,0.0001888869,0.0001810765,0.000159683,0.0002664139,0.0000335518],"category_scores_gemma":[0.000005531598,0.0003190279,0.0001988746,0.0003948436,0.0000336007,0.0001550889,0.00003966634,0.00205659,0.00001016629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081971,"about_ca_system_score_gemma":0.0003096549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001717251,"about_ca_topic_score_gemma":0.0003849679,"domain_scores_codex":[0.9978475,0.00006218866,0.0003722699,0.0003150937,0.0002387103,0.001164214],"domain_scores_gemma":[0.999558,0.00001859669,0.00002715418,0.0002265592,0.00004328576,0.000126377],"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":[0.0001890851,0.0006820175,0.00191525,0.0003642596,0.0093094,0.00002305374,0.01159551,0.9233014,0.01778095,0.00610285,0.00009054547,0.02864567],"study_design_scores_gemma":[0.004574733,0.0008378859,0.002480429,0.0002060338,0.002463694,0.0002023926,0.005946935,0.9614754,0.007718911,0.01222669,0.0001819219,0.001684939],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6441713,0.0113398,0.3429055,0.0003245655,0.0004676055,0.0003246616,0.00002622638,0.0003351429,0.0001052131],"genre_scores_gemma":[0.9867963,0.01218706,0.0001841857,0.00003145487,0.0003734879,0.00006407494,0.0002239876,0.00007787167,0.00006159153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3427213,"threshold_uncertainty_score":0.9999261,"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."}}