{"id":"W4386071106","doi":"10.11159/htff23.167","title":"Investigation Of Bubble Behaviour And Heat Transfer In The Cooling-Circuit Of The PEM-Electrolysis","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bundesministerium für Bildung und Forschung","keywords":"Bubble; Heat transfer; Electrolysis; Nuclear engineering; Mechanics; Materials science; Thermodynamics; Mechanical engineering; Electrode; Engineering; Physics; Electrolyte","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":[0.0001628564,0.0001357318,0.0001866718,0.0001687086,0.0001778034,0.0002137826,0.0003011533,0.0003811022,0.001015238],"category_scores_gemma":[0.0003047614,0.00009870613,0.0001227466,0.0001375763,0.0002938857,0.0003838525,0.0001043817,0.0004951403,0.0001442871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003065872,"about_ca_system_score_gemma":0.00007519957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000904582,"about_ca_topic_score_gemma":0.0006757846,"domain_scores_codex":[0.9998789,0.00001498998,0.000002777454,0.00002764641,0.0000585872,0.00001711625],"domain_scores_gemma":[0.9998325,0.00007795157,0.00002319222,0.00000755881,0.00004846811,0.00001014831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001893169,0.0000741382,0.001633305,0.0001435805,0.000009394258,0.0002299494,0.0002326538,0.001332606,0.9894323,0.0007356795,0.0002658049,0.005721113],"study_design_scores_gemma":[0.0000142273,0.0007338998,0.01488274,0.00001652305,0.00001624834,0.0001896654,0.0001613713,0.04237305,0.9385744,0.000229272,0.002791259,0.00001736108],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924129,0.001627196,0.004129538,0.00009122449,0.00002483032,0.0000234823,0.0001193627,0.00006349715,0.001507936],"genre_scores_gemma":[0.9974133,0.0003698661,0.001050941,0.0000105922,0.000008951857,0.00001123578,0.00004826377,0.00001057672,0.001076234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001015238,"threshold_uncertainty_score":0.003396332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008508323970852445,"score_gpt":0.1799885820158162,"score_spread":0.1714802580449638,"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."}}