{"id":"W3212800265","doi":"10.1115/imece2001/htd-24189","title":"Frost Growth in Regenerative Heat Exchangers: Part II — Simulation and Discussion","year":2001,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Frost (temperature); Humidity; Heat exchanger; Relative humidity; Environmental science; Meteorology; Mechanical engineering; Atmospheric sciences; Engineering; Geology; 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":[0.0002405378,0.0002985135,0.0005638258,0.0002173334,0.0004023594,0.0003264361,0.0005287096,0.0006491099,0.001775115],"category_scores_gemma":[0.0005612784,0.0001947153,0.0005068398,0.0001819007,0.0005108748,0.000372772,0.0002460599,0.0003890145,0.0001214094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005623871,"about_ca_system_score_gemma":0.000502805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01683816,"about_ca_topic_score_gemma":0.005476357,"domain_scores_codex":[0.9999146,0.00001696058,0.000003118039,0.00001162388,0.00002803058,0.00002565518],"domain_scores_gemma":[0.9996926,0.0001965981,0.00002886355,0.0000239334,0.0000378539,0.00002025182],"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":[0.00005719698,0.00004110482,0.001795498,0.00002782286,0.000006072491,0.00005248059,0.00002908806,0.9911522,0.00507336,0.000394178,0.00007431652,0.001296664],"study_design_scores_gemma":[0.00001319403,0.00004042463,0.0006646178,0.000002326878,0.000002182043,0.000008229242,0.00001427124,0.9956917,0.003364115,0.00008176038,0.0001128758,0.000004370001],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874006,0.0000785665,0.00918232,0.00006306033,0.00001174289,0.00003309923,0.0001287376,0.00009938311,0.003002513],"genre_scores_gemma":[0.9970077,0.00004149152,0.001637746,0.000008653558,0.000002539759,0.00002524337,0.00007191161,0.00001225367,0.001192596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01683816,"threshold_uncertainty_score":0.03348029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01727332827489693,"score_gpt":0.2339275429391162,"score_spread":0.2166542146642193,"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."}}