{"id":"W2018625503","doi":"10.1002/ceat.200800399","title":"An Engineering Model of a Disc Pump Stage for Heavy Oil","year":2009,"lang":"en","type":"article","venue":"Chemical Engineering & Technology","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Laminar flow; Mechanics; Stage (stratigraphy); Flow (mathematics); Rotor (electric); Volumetric flow rate; Diffuser (optics); Materials science; Engineering; Mechanical engineering; Physics; Geology; Optics","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":[0.0002360116,0.0005701081,0.0006313226,0.0003482162,0.0009619201,0.001085171,0.001238279,0.001852633,0.005054228],"category_scores_gemma":[0.000547963,0.0005153732,0.0005136825,0.0002697645,0.0008894514,0.0006939433,0.000584429,0.0005022793,0.0008060962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075912,"about_ca_system_score_gemma":0.001203678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007032566,"about_ca_topic_score_gemma":0.003262828,"domain_scores_codex":[0.9997639,0.00004505652,0.000009538224,0.00004577383,0.0001083153,0.00002743447],"domain_scores_gemma":[0.9998425,0.0000680338,0.00002036929,0.00001300644,0.0000399266,0.00001615192],"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":[0.00009816681,0.0000454365,0.000526696,0.00009340701,0.000010543,0.000298429,0.00008488477,0.9676782,0.01737932,0.009780751,0.0004002817,0.003603881],"study_design_scores_gemma":[0.00002259883,0.00006304781,0.0001616818,0.000004749533,0.000005575509,0.00003363794,0.00001148104,0.9963857,0.00156953,0.0007488847,0.000984228,0.000008887617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2603507,0.0005527634,0.6588302,0.0008557003,0.0001562383,0.0003849445,0.0008077057,0.0009176854,0.07714399],"genre_scores_gemma":[0.949271,0.0002845661,0.01812089,0.00005757344,0.00002183125,0.0002718678,0.0001615224,0.00005165586,0.0317591],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007032566,"threshold_uncertainty_score":0.01690811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006989535727634902,"score_gpt":0.2130974632003911,"score_spread":0.2061079274727562,"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."}}