{"id":"W4224920895","doi":"10.18280/ijdne.170211","title":"Experimental Study on Flow over Triangular Labyrinth Weirs","year":2022,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Weir; Discharge coefficient; Flume; Dimensionless quantity; Flow (mathematics); Mathematics; Geotechnical engineering; Mechanics; Geometry; Engineering; Physics; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002368236,0.0001231668,0.0001592804,0.0002175525,0.00005959018,0.00005064597,0.0002870726,0.00005902996,0.0001673282],"category_scores_gemma":[0.00001935041,0.0001098722,0.00007641076,0.00006915106,0.00001160156,0.0001041151,0.00004830572,0.0006643563,0.000001393571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001704962,"about_ca_system_score_gemma":0.00002164293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001847517,"about_ca_topic_score_gemma":0.000001908469,"domain_scores_codex":[0.9990088,0.00005657619,0.0002534872,0.00009434931,0.0004800636,0.0001067538],"domain_scores_gemma":[0.9996881,0.0000625121,0.00007134766,0.00007437725,0.00004716961,0.00005649681],"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":[0.001045274,0.0007580003,0.001377758,0.000008063626,0.001397181,0.001402552,0.003992049,0.961468,0.009369207,0.001147453,0.008951368,0.009083136],"study_design_scores_gemma":[0.01193768,0.00547272,0.02134346,0.0000731621,0.0001661678,0.00192657,0.005991803,0.9093096,0.008715599,0.00302869,0.03092799,0.001106514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905976,0.001033228,0.004354531,0.0001174748,0.003157744,0.0001261828,0.00002857256,0.00002458656,0.0005600674],"genre_scores_gemma":[0.9986513,0.00002621112,0.0007663835,0.0001883119,0.00028879,0.000003503359,0.000005386541,0.00001939418,0.00005068486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05215832,"threshold_uncertainty_score":0.4480457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007590962091412435,"score_gpt":0.2482400786360254,"score_spread":0.2406491165446129,"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."}}