{"id":"W2993252628","doi":"10.1515/ijcre-2019-0139","title":"Investigation of Hydrodynamic and Heat Transfer Characteristics of Gas-liquid Taylor flow in Square Microchannel","year":2019,"lang":"en","type":"article","venue":"International Journal of Chemical Reactor Engineering","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bubble; Slug flow; Mechanics; Microchannel; Heat transfer; Two-phase flow; Hydraulic diameter; Thermodynamics; Superficial velocity; Flow (mathematics); Materials science; Physics; Reynolds number; Turbulence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001687661,0.0001189745,0.0002634524,0.0003062391,9.577849e-7,0.000006440808,0.0001589029,0.00009076569,0.00001276638],"category_scores_gemma":[0.00005721843,0.0001212709,0.00005220301,0.0001686559,0.00003389528,0.000170548,0.00001855392,0.0002329584,4.628799e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001270166,"about_ca_system_score_gemma":0.00001769803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003649052,"about_ca_topic_score_gemma":4.271272e-8,"domain_scores_codex":[0.9989349,0.00000416118,0.0006666317,0.00007359803,0.0002228264,0.00009792013],"domain_scores_gemma":[0.9995079,0.00004810567,0.00005826752,0.00006625912,0.000289868,0.00002957253],"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":[0.00005794859,0.00001045812,0.0005976438,0.0001333262,0.0000498795,0.000003528168,0.0002479343,0.0001555984,0.9977145,0.0002442592,0.000007997521,0.0007769737],"study_design_scores_gemma":[0.0003883337,0.00005202517,0.0004830057,0.0003806056,0.000007370404,0.00003907622,0.00001630989,0.01951489,0.97892,0.00004630905,0.00005589048,0.00009617314],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629171,0.0001076486,0.03649114,0.00004237368,0.0003005928,0.00006668252,0.00002716281,0.00001705556,0.00003020836],"genre_scores_gemma":[0.9989389,0.00003292796,0.0008919883,0.00001042872,0.0000718701,0.000001612162,0.00003077875,0.0000210353,4.383618e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03602179,"threshold_uncertainty_score":0.4945282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005819559046131021,"score_gpt":0.1995972409883275,"score_spread":0.1937776819421964,"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."}}