{"id":"W4328128657","doi":"10.1115/1.4062175","title":"Experimental and Numerical Analysis of Heat Transfer and Flow Phenomena in Taylor Flow Through a Straight Mini-Channel","year":2023,"lang":"en","type":"article","venue":"ASME Journal of Heat and Mass Transfer","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pressure drop; Mechanics; Backflow; Laminar flow; Heat transfer; Thermodynamics; Materials science; Open-channel flow; Flow coefficient; Isothermal flow; Volumetric flow rate; Dimensionless quantity; Flow (mathematics); Physics; Mechanical engineering; Inlet","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002545141,0.0001839343,0.0005040739,0.0004686989,0.0000343904,0.00001922378,0.00006061218,0.00009759724,0.00005113765],"category_scores_gemma":[0.000002686205,0.0001585819,0.00008109895,0.0009503755,0.00009447687,0.0002426697,0.000007793261,0.0002065785,2.584719e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003559942,"about_ca_system_score_gemma":0.00001209803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001119727,"about_ca_topic_score_gemma":0.000001289271,"domain_scores_codex":[0.9989014,0.00002214265,0.00055278,0.0001443287,0.0001714954,0.0002077983],"domain_scores_gemma":[0.9997737,0.00003553356,0.000006775572,0.00007383408,0.00005833657,0.00005176255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001735956,0.00008563289,0.000580275,0.000145003,0.0007731812,0.00004708127,0.007596759,0.001751361,0.982851,0.0006047142,0.0002981713,0.005093249],"study_design_scores_gemma":[0.003761672,0.0008419231,0.007090361,0.0001709882,0.0006319078,0.0001046136,0.002867237,0.1344593,0.8474797,0.0004873723,0.001522343,0.0005825056],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.626056,0.001872404,0.3714056,0.0001697756,0.00007403428,0.0001131428,0.0000504316,0.00002667072,0.0002319785],"genre_scores_gemma":[0.9985672,0.0004013994,0.0008723519,0.00005213016,0.00004865832,0.000006795175,0.00001931025,0.00002140269,0.00001072144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3725113,"threshold_uncertainty_score":0.6466781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522796247523573,"score_gpt":0.2472622871262196,"score_spread":0.2320343246509839,"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."}}