{"id":"W2364169995","doi":"","title":"Study on Effects of Surface Division Patterns on Condensation Heat Transfer for dropwise and Film Condensation Coexisting Surfaces","year":2003,"lang":"en","type":"article","venue":"","topic":"Engineering Applied Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Subcooling; Condensation; Heat transfer; Materials science; Division (mathematics); 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":[],"consensus_categories":[],"category_scores_codex":[0.0003592358,0.0001805884,0.0002198282,0.00008858155,0.00005588348,0.00002834059,0.00005524016,0.00007673766,0.00001188968],"category_scores_gemma":[0.00009517524,0.0001656726,0.00003106524,0.0001003993,0.00001697424,0.00005061478,0.000006202438,0.0001452204,0.000004715997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004972604,"about_ca_system_score_gemma":0.000005714111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001932543,"about_ca_topic_score_gemma":0.00001218454,"domain_scores_codex":[0.9990119,0.00005460514,0.0002160691,0.0002204514,0.0002746019,0.0002224196],"domain_scores_gemma":[0.9987945,0.0009136859,0.000006972379,0.0001724459,0.00004960634,0.00006279638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003253476,0.0001724844,0.01190996,0.0007904509,0.00007759681,0.000004422353,0.001399561,0.6985077,0.285144,0.001668996,0.00003921572,0.0002531394],"study_design_scores_gemma":[0.002431999,0.00108178,0.05057354,0.000184538,0.00002718495,0.000001029782,0.0005669091,0.1173925,0.8273638,0.00005584677,0.00001787633,0.0003030088],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754943,0.00003919963,0.02244512,0.000007599477,0.0001172154,0.001224279,0.00001160794,0.0001577128,0.0005030088],"genre_scores_gemma":[0.9995955,0.00001044521,0.000216663,0.000006378437,0.000008667128,0.00004141884,0.000008048376,0.00004675375,0.00006608842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5811151,"threshold_uncertainty_score":0.6755934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02176783059753679,"score_gpt":0.2687711824057835,"score_spread":0.2470033518082467,"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."}}