{"id":"W4295346206","doi":"10.1063/5.0114088","title":"Heat transfer analysis of immiscible slug flow-based microchannels: Study of channels with extended surfaces","year":2022,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Nusselt number; Slug flow; Microchannel; Thermodynamics; Heat transfer; Mechanics; Physics; Monotonic function; Flow (mathematics); Materials science; Two-phase flow; Reynolds number; Turbulence; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000172353,0.0002226784,0.0002721614,0.0002387567,0.0001587624,0.0002550341,0.0001934744,0.0002019216,0.000357715],"category_scores_gemma":[0.000213266,0.00009380822,0.0001747143,0.0001684944,0.0003586809,0.0002254576,0.0001403006,0.0002283044,0.00006476083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002705839,"about_ca_system_score_gemma":0.0001840178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000782895,"about_ca_topic_score_gemma":0.0005065507,"domain_scores_codex":[0.9999293,0.000008227494,0.000002796782,0.00001679328,0.0000208281,0.00002202136],"domain_scores_gemma":[0.9997992,0.00009496514,0.00004666929,0.00001370595,0.00002566027,0.00001978359],"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":[0.00007059047,0.00003646154,0.0006282108,0.00003998716,0.000005230149,0.00004624564,0.0000492971,0.004132107,0.992859,0.0002126135,0.00002353519,0.001896834],"study_design_scores_gemma":[0.000009949294,0.0002369978,0.004872454,0.000004800947,0.000007339571,0.00004685386,0.00004168012,0.0827947,0.9115158,0.00009279729,0.0003621829,0.00001429986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958004,0.0001488719,0.003788764,0.00001085788,0.000003821689,0.000007359104,0.00003218693,0.00004425496,0.0001635136],"genre_scores_gemma":[0.9970016,0.00008865214,0.002672776,0.000003550119,0.00000262476,0.000009932238,0.00002207669,0.000006787863,0.0001920221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000782895,"threshold_uncertainty_score":0.001963258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01953478821953337,"score_gpt":0.242843501624402,"score_spread":0.2233087134048686,"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."}}