{"id":"W4283807199","doi":"10.1061/(asce)ir.1943-4774.0001705","title":"Explicit Solution for Pipe Diameter Problem Using Lambert <i>W</i> -Function","year":2022,"lang":"en","type":"article","venue":"Journal of Irrigation and Drainage Engineering","topic":"Sports Dynamics and Biomechanics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Pipe flow; Plug flow; Pipe network analysis; Lambert W function; Nominal Pipe Size; Pipeline transport; Flow (mathematics); Function (biology); Mechanics; Pipeline (software); Mathematics; Mathematical analysis; Materials science; Engineering; Mechanical engineering; Physics; Composite material; Turbulence","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008288827,0.0006390358,0.0005886424,0.0004990489,0.0003837018,0.0007262892,0.0008107839,0.001749914,0.003028393],"category_scores_gemma":[0.002396469,0.0004416611,0.0006223064,0.0004201564,0.000600482,0.001243775,0.0006885002,0.001227304,0.000908962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004863402,"about_ca_system_score_gemma":0.0009379637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00265495,"about_ca_topic_score_gemma":0.002612784,"domain_scores_codex":[0.9997889,0.00005855389,0.00001338574,0.00004307783,0.0000721261,0.00002398633],"domain_scores_gemma":[0.9992952,0.0004401559,0.00004920478,0.00004554914,0.000158467,0.00001141243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003901802,0.000071926,0.001125637,0.0004137942,0.00001702891,0.0003497815,0.000341111,0.7797316,0.02360326,0.1187901,0.002980337,0.07253634],"study_design_scores_gemma":[0.000004958508,0.00001032435,0.00009957417,0.00002230236,0.000003306271,0.00003897291,0.00002909637,0.9874579,0.002211326,0.007934038,0.002180267,0.000007856802],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006121007,0.0002209969,0.9890373,0.000122547,0.0000280386,0.00002435487,0.00003231192,0.0001300542,0.004283487],"genre_scores_gemma":[0.2730507,0.001225212,0.705304,0.0001749689,0.00007581584,0.0003092076,0.0001559408,0.000371795,0.01933241],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003028393,"threshold_uncertainty_score":0.010131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00795493910313416,"score_gpt":0.1874508112455692,"score_spread":0.1794958721424351,"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."}}