{"id":"W4389584984","doi":"10.17118/11143/21007","title":"Thermodynamic evaluation of thermosyphons and heat pipes","year":2023,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Thermosiphon; Heat pipe; Thermodynamics; Materials science; Heat transfer; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001996041,0.00004321756,0.00006685795,0.00003449325,0.00001900352,0.000003068163,0.00001947318,0.00001730809,0.00003327518],"category_scores_gemma":[0.000006247161,0.00003347987,0.00001404501,0.00009535318,0.00001540915,0.00002038876,0.000004547114,0.00002166803,0.00001073582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007295504,"about_ca_system_score_gemma":0.000004624149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002307624,"about_ca_topic_score_gemma":0.00007738431,"domain_scores_codex":[0.9997047,0.00001058328,0.00006653648,0.000046198,0.0001013458,0.00007070558],"domain_scores_gemma":[0.9998826,0.00003043455,7.630833e-7,0.00005244578,0.00002304849,0.000010746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007222191,0.00002704098,0.009674041,0.0003490232,0.0002714063,0.000001342831,0.006559881,0.04275219,0.7797971,0.001552176,0.0009790837,0.1580294],"study_design_scores_gemma":[0.0002623559,0.0000166847,0.1448237,0.00001954011,0.00004165694,7.147645e-7,0.000319585,0.8366246,0.01667073,0.001095627,0.00003966408,0.00008514614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983791,0.0002896628,0.0002904826,0.00004179267,0.00005630574,0.00006828603,0.000003411928,0.0002108629,0.0152482],"genre_scores_gemma":[0.9996733,0.0002388074,0.00001803729,0.000004134877,0.000008826895,0.000008726455,0.000001542125,0.000007421746,0.00003922297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7938724,"threshold_uncertainty_score":0.1365269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02904504797356811,"score_gpt":0.2614781562876804,"score_spread":0.2324331083141123,"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."}}