{"id":"W2028965682","doi":"10.1115/imece2012-87468","title":"An Analytical Model of Flow Boiling Heat Transfer for Slug Flow in a Single Circular Horizontal Micro-Channel","year":2012,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Slug flow; Vapor quality; Heat transfer coefficient; Nucleate boiling; Thermodynamics; Heat transfer; Laminar flow; Materials science; Mechanics; Boiling; Critical heat flux; Heat flux; Open-channel flow; Flow (mathematics); Isothermal flow; Two-phase flow; 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":[0.0002292448,0.0002059396,0.0003725356,0.0001202281,0.00004176392,0.00001223511,0.00009497504,0.0001215258,0.000009496275],"category_scores_gemma":[0.000008238185,0.0001935003,0.0001587006,0.0001301644,0.00003447767,0.0002137176,0.000005309396,0.0001244455,0.000002142195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006581363,"about_ca_system_score_gemma":0.00001450328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002939733,"about_ca_topic_score_gemma":0.00009404227,"domain_scores_codex":[0.9988158,0.0000131388,0.0003396998,0.000180013,0.0001264044,0.0005248871],"domain_scores_gemma":[0.9996199,0.00004515019,0.000001129852,0.0001654027,0.00003754396,0.0001308887],"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":[0.00004002911,0.000314533,0.0005279847,0.0003207451,0.00009402282,0.000001261616,0.003034751,0.5259442,0.4683104,0.0001625467,0.00003292917,0.001216609],"study_design_scores_gemma":[0.0006129275,0.0000926342,0.00009842483,0.00003345552,0.00004610696,0.000002360978,0.0002090894,0.8764147,0.1221853,0.00007231714,0.00001786124,0.0002147936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5407258,0.0003360915,0.4581728,0.00002153899,0.0000990705,0.0001529292,0.00004227455,0.0000893986,0.0003601512],"genre_scores_gemma":[0.9895123,0.00003151083,0.01022359,0.00002377365,0.0001098475,0.00002811284,0.00001756646,0.00004543914,0.000007909995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4487865,"threshold_uncertainty_score":0.7890711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03718815985603978,"score_gpt":0.2488396420326784,"score_spread":0.2116514821766386,"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."}}