{"id":"W4234535336","doi":"10.32920/ryerson.14649330","title":"Experimental and Numerical Study of Free Convection in a Vertical Channel with Opposing Buoyancy Forces","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Prandtl number; Buoyancy; Mechanics; Laminar flow; Nusselt number; Turbulence; Heat transfer; Rayleigh number; Flow visualization; Boundary layer; Materials science; Thermodynamics; Physics; Flow (mathematics); Natural convection; Reynolds number","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":[0.0003932161,0.0003195163,0.0003475795,0.0003040078,0.000479499,0.0003070734,0.0003790485,0.0003604257,0.001055149],"category_scores_gemma":[0.0006628528,0.0001639736,0.0001752041,0.0004157271,0.0007213792,0.0003251902,0.0003925685,0.0003114509,0.00006492655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002259177,"about_ca_system_score_gemma":0.0003250817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001395134,"about_ca_topic_score_gemma":0.001034251,"domain_scores_codex":[0.9997235,0.00002833897,0.00001556672,0.00005436557,0.00009917069,0.00007906803],"domain_scores_gemma":[0.9994105,0.0002766802,0.00007734364,0.00006779874,0.0001107908,0.00005691732],"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":[0.000447781,0.0003088391,0.004623598,0.0001466067,0.000008586189,0.0001524334,0.0002658247,0.01926548,0.966989,0.0009170256,0.0001330291,0.006741933],"study_design_scores_gemma":[0.0001321757,0.002309744,0.01687051,0.00001709326,0.00002863178,0.0001457703,0.0001880834,0.138,0.840858,0.0003509105,0.001043874,0.00005507427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976306,0.00005152329,0.001785307,0.00001358774,0.000008425639,0.000009194578,0.00005316333,0.00002968023,0.0004185362],"genre_scores_gemma":[0.9972088,0.0000422109,0.002422214,0.000002990771,0.000004496471,0.00001237368,0.00003483052,0.000004469328,0.0002676371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001395134,"threshold_uncertainty_score":0.003529847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182165400667039,"score_gpt":0.2401098590550876,"score_spread":0.2218933189883837,"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."}}