{"id":"W3009716091","doi":"10.1139/cjp-2019-0293","title":"Flow in groovy curved channels with thin gap","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Physics","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Transverse plane; Mechanics; Open-channel flow; Pressure gradient; Curvature; Flow (mathematics); Isothermal flow; Pipe flow; Reynolds number; Hele-Shaw flow; Laminar flow; Groove (engineering); Two-phase flow; RADIUS; Turbulence; Geometry; Materials science","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":[0.000101489,0.000300139,0.0003065495,0.0003375328,0.0003228465,0.0005300314,0.0002318413,0.0004201398,0.0003774747],"category_scores_gemma":[0.0003975497,0.0001696621,0.0001900388,0.0002979068,0.0006831244,0.000305484,0.0004107573,0.0002041471,0.0001018629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004387847,"about_ca_system_score_gemma":0.0003425913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002277537,"about_ca_topic_score_gemma":0.001242611,"domain_scores_codex":[0.9999006,0.00001448582,0.000003021212,0.00002650463,0.00001651601,0.00003883872],"domain_scores_gemma":[0.9997949,0.00006592264,0.00006107625,0.00001744158,0.0000339702,0.00002673904],"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":[0.0006106733,0.0001263249,0.004869295,0.0001263715,0.00004471283,0.0007200089,0.0003725524,0.2980483,0.670417,0.01195051,0.0003727487,0.01234157],"study_design_scores_gemma":[0.0001099853,0.0006091941,0.01110645,0.00002442274,0.00002857533,0.0002646949,0.0002260429,0.8999131,0.08177382,0.004490863,0.001361235,0.00009159152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989893,0.0001253059,0.00883826,0.00003271781,0.000005921248,0.00001174119,0.00004099454,0.00006193203,0.0009901568],"genre_scores_gemma":[0.9970375,0.00006679966,0.002425805,0.00001157477,0.00000304386,0.000009726967,0.00002869059,0.000007841401,0.0004089982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002277537,"threshold_uncertainty_score":0.004528582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02603459783869628,"score_gpt":0.1835329996701139,"score_spread":0.1574984018314177,"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."}}