{"id":"W4282590642","doi":"10.3390/jmse10060803","title":"Reliability-Based Criterion for Evaluating Explicit Approximations of Colebrook Equation","year":2022,"lang":"en","type":"article","venue":"Journal of Marine Science and Engineering","topic":"Fractional Differential Equations Solutions","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Ministarstvo Prosvete, Nauke i Tehnološkog Razvoja; Technology Agency of the Czech Republic","keywords":"Mathematics; Reliability (semiconductor); Flow (mathematics); Surface finish; Viscosity; Dimension (graph theory); Applied mathematics; Mathematical analysis; Mathematical optimization; Geometry; Thermodynamics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002379337,0.0000540841,0.000123862,0.0003351207,0.0002570716,0.00002390326,0.0001268727,0.00001155332,0.00003701522],"category_scores_gemma":[0.003077192,0.00005335357,0.00005016692,0.0004216844,0.0000366288,0.0002933089,0.00009167371,0.0001102743,1.013572e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001867009,"about_ca_system_score_gemma":0.0002301354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000502533,"about_ca_topic_score_gemma":5.996375e-7,"domain_scores_codex":[0.9988385,0.00002185987,0.0003838199,0.00008170072,0.0005701723,0.0001039258],"domain_scores_gemma":[0.9984884,0.0004948941,0.0002537094,0.00009518254,0.0006262732,0.00004151597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008338565,0.0003454979,0.0003376897,0.0003824193,0.0000243432,4.947417e-7,0.0006505469,0.5483795,0.3330576,0.1061961,0.0001996357,0.01034276],"study_design_scores_gemma":[0.0004009003,0.0002830192,0.002831214,0.00003103257,0.0000372154,0.00001185478,0.000196529,0.9739577,0.001874853,0.02018761,0.0001223365,0.00006573628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5677449,0.000007443927,0.4316295,0.0001995796,0.0001785442,0.0001659809,0.000005753082,0.000008885981,0.00005941261],"genre_scores_gemma":[0.8245395,0.000001002448,0.1753636,0.000009923118,0.0000295233,0.00003313358,0.000002140306,0.00000546368,0.00001563098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4255781,"threshold_uncertainty_score":0.3683908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08122732740208963,"score_gpt":0.3422235269803569,"score_spread":0.2609961995782673,"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."}}