{"id":"W1966264962","doi":"10.1002/cjce.21770","title":"Equal consistency spraying and flow field characteristics of spraying water pipe","year":2012,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computational fluid dynamics; Particle image velocimetry; Mechanics; Consistency (knowledge bases); Materials science; Fluid dynamics; Marine engineering; Engineering; Physics; Geometry; Mathematics; Turbulence","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":[0.0002428792,0.0001174603,0.0002208745,0.00009093991,0.00003628149,0.00002617461,0.0001204777,0.00008242363,0.0000382068],"category_scores_gemma":[0.00005858976,0.00008490197,0.00006251851,0.00004984947,0.00003391689,0.000109196,0.000008480788,0.0003397385,0.000001516773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005772768,"about_ca_system_score_gemma":0.00003882048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001194142,"about_ca_topic_score_gemma":0.00002776002,"domain_scores_codex":[0.9991865,0.000005106266,0.0003241429,0.00004025234,0.00009656947,0.0003474815],"domain_scores_gemma":[0.999432,0.00008582357,0.00001678427,0.00009157891,0.00004595535,0.0003278397],"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":[0.00001184515,0.000008248826,0.002956586,0.0003506569,0.0001566154,0.00002896003,0.002527317,0.007037892,0.98122,0.002334257,0.0001140661,0.00325357],"study_design_scores_gemma":[0.0008817965,0.00008836987,0.002780634,0.0005938212,0.0002360095,0.0007148779,0.00009103259,0.1798923,0.8108945,0.000162426,0.002900968,0.0007632202],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932121,0.0008238159,0.00505231,0.0001723582,0.0004643304,0.00003852072,0.000007958518,0.00001185545,0.0002167241],"genre_scores_gemma":[0.9989097,0.00001644764,0.0007622103,0.00004263449,0.0002391053,7.578984e-7,0.000001538018,0.00002497918,0.000002666825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1728544,"threshold_uncertainty_score":0.3462202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007679838267969773,"score_gpt":0.1722359712978309,"score_spread":0.1645561330298612,"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."}}