{"id":"W4311046201","doi":"10.1002/cjce.24789","title":"The velocity field characteristics of high‐viscosity fluids falling film flow down clamped channels","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Mechanics; Falling (accident); Viscosity; Materials science; Surface tension; Flow (mathematics); Flow velocity; Field (mathematics); Fictitious force; Composite material; Physics; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000285067,0.000207419,0.0002543132,0.000437276,0.0002764872,0.0004781817,0.0003316003,0.0004137957,0.0006653303],"category_scores_gemma":[0.001104661,0.0001189867,0.0002009992,0.0002745905,0.0006498692,0.0005228068,0.0001768566,0.000362339,0.000056419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004741666,"about_ca_system_score_gemma":0.0004620254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002289154,"about_ca_topic_score_gemma":0.0005750983,"domain_scores_codex":[0.9998605,0.00001346039,0.000008825945,0.00003027579,0.00005426331,0.00003264443],"domain_scores_gemma":[0.999445,0.0002015737,0.0001318173,0.00003729371,0.0001338576,0.00005041788],"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":[0.0006364615,0.0001287096,0.007363997,0.00007370317,0.00001475678,0.0002788726,0.0003129755,0.03134346,0.9394274,0.002125759,0.0001482534,0.01814562],"study_design_scores_gemma":[0.00007851981,0.0008036583,0.01328542,0.00002409733,0.00002473234,0.0001150918,0.000183612,0.3618014,0.6221412,0.0005196208,0.0009373634,0.00008523407],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905466,0.00009593291,0.00886272,0.00002419562,0.00001439428,0.00001037499,0.00002639874,0.00008166948,0.0003377069],"genre_scores_gemma":[0.9979728,0.00002923167,0.001741023,0.000005019305,0.000002102084,0.000004508262,0.00002621244,0.000003233443,0.0002157988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002289154,"threshold_uncertainty_score":0.004551709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004682173312575881,"score_gpt":0.1606840101797229,"score_spread":0.156001836867147,"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."}}