{"id":"W2336791942","doi":"","title":"Slip flow irreversibility effects and conjugate heat transfer in a counterflow heated microchannel","year":2008,"lang":"en","type":"article","venue":"International Conference on Energy & Environment","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; Natural Resources Canada","funders":"","keywords":"Microchannel; Heat transfer; Mechanics; Reynolds number; Materials science; Thermodynamics; Slip (aerodynamics); Slip ratio; Finite volume method; Physics; Turbulence","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":[0.00005890647,0.0001878207,0.0001681321,0.00009719325,0.00003626114,0.0000162915,0.0001043473,0.00008653718,0.0002849328],"category_scores_gemma":[0.000002563469,0.0001959867,0.0000382342,0.0000390796,0.00006631595,0.0001139901,0.000009192737,0.0001226994,0.00001862356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001464051,"about_ca_system_score_gemma":0.00001210758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001282934,"about_ca_topic_score_gemma":0.0000783826,"domain_scores_codex":[0.9990944,0.00003490489,0.0002101064,0.0002753153,0.0002007298,0.0001845337],"domain_scores_gemma":[0.9997486,0.0000316302,0.000002610924,0.0001232352,0.00001274509,0.00008111201],"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":[0.000240085,0.0003062808,0.004016907,0.00007060877,0.0001547161,0.0001314367,0.001411415,0.9042575,0.07967149,0.0023747,0.00009316536,0.007271666],"study_design_scores_gemma":[0.002125997,0.0001674733,0.04057344,0.0001210635,0.00001340029,0.00002879699,0.00002674803,0.8923031,0.06305443,0.0001521153,0.001019942,0.0004134692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9171705,0.0001189338,0.07892866,0.0002787751,0.0002877802,0.0001444236,0.00004290004,0.0000691211,0.002958937],"genre_scores_gemma":[0.9972156,0.002136955,0.0002394651,0.0001920131,0.00003107461,0.00002839571,0.00008051303,0.00001654121,0.00005939903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08004517,"threshold_uncertainty_score":0.7992107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01298498596482902,"score_gpt":0.1905125911664263,"score_spread":0.1775276052015973,"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."}}