{"id":"W47207441","doi":"","title":"Theoretical and Experimental Study on Dropwise Condensation in Plate Heat Exchangers","year":2008,"lang":"en","type":"article","venue":"elib (German Aerospace Center)","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Condenser (optics); Heat exchanger; Condensation; Mechanics; Experimental data; Range (aeronautics); Thermodynamics; Flow (mathematics); Mechanical engineering; Materials science; Engineering; Mathematics; Physics; Composite material; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006776667,0.0001584061,0.000152565,0.00008258562,0.00005651261,0.00002126856,0.0000505999,0.00005834892,0.00009500718],"category_scores_gemma":[0.000003097744,0.0001597954,0.00002360611,0.00009329529,0.00007209476,0.0001171226,0.00001279173,0.0001339035,0.0000265377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007110449,"about_ca_system_score_gemma":0.000004277986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004381333,"about_ca_topic_score_gemma":0.00000829801,"domain_scores_codex":[0.9992409,0.00004296711,0.0001560034,0.0001883052,0.0001513981,0.0002203624],"domain_scores_gemma":[0.9997502,0.0000190332,0.000004218508,0.0001266147,0.000008573807,0.00009136979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001637743,0.008972595,0.3102473,0.0003345281,0.0003550673,0.001694912,0.4050004,0.07412761,0.1762526,0.0151132,0.00515626,0.001107828],"study_design_scores_gemma":[0.0351227,0.004160704,0.3931188,0.0005448259,0.00007004344,0.0002789557,0.009464584,0.2814955,0.2715954,0.0002548151,0.0007824002,0.003111327],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968386,0.0001129746,0.0005386006,0.00008147622,0.0002095178,0.0003675531,0.000005468546,0.0001476912,0.001698149],"genre_scores_gemma":[0.9996233,0.00009683514,0.00005727142,0.00008534161,0.00003578046,0.000025673,0.00001460347,0.00003426317,0.00002696113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3955358,"threshold_uncertainty_score":0.6516265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160287095712561,"score_gpt":0.2445877925751233,"score_spread":0.2329849216179977,"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."}}