{"id":"W4366146796","doi":"10.11159/icmfht23.109","title":"Airlift Pumps with Annulus Risers: An Experimental Investigation","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Momentum, Heat and Mass Transfer","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Ontario Agri-Food Innovation Alliance; Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Airlift; Annulus (botany); Marine engineering; Environmental science; Aeronautics; Computer science; Aerospace engineering; Engineering; Materials science; Chemistry; Bioreactor","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001250193,0.0001763832,0.0001641441,0.0001889274,0.0001070688,0.00005507251,0.0001487595,0.00004038972,0.00001523362],"category_scores_gemma":[0.000002380522,0.0001262081,0.00003651153,0.0004139981,0.0001269288,0.0003476222,0.00001487674,0.0001436701,0.000002370589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002815252,"about_ca_system_score_gemma":0.000005568699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008425939,"about_ca_topic_score_gemma":0.000006380982,"domain_scores_codex":[0.9991763,0.000004995391,0.0001732286,0.0002230197,0.0002202385,0.000202251],"domain_scores_gemma":[0.9997427,0.000008489296,0.00001142289,0.00009424488,0.0000562869,0.00008686018],"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":[0.0003152208,0.0001220938,0.01281156,0.0007046928,0.0001594674,0.000002909709,0.003014573,0.000964949,0.9645698,0.004462508,0.008988786,0.003883404],"study_design_scores_gemma":[0.0003971996,0.000189913,0.0007764016,0.0001466687,0.00002214404,0.000002563482,0.0005283187,0.0008975972,0.9941683,0.0006978278,0.002001296,0.0001717877],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956183,0.00009648368,0.000003997292,0.001200353,0.0002844,0.0003012354,0.000008132855,0.0005427586,0.001944309],"genre_scores_gemma":[0.9982539,0.00009912994,0.0001010424,0.00006342713,0.00005816748,0.0001085182,0.000003709269,0.00003453833,0.001277562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02959845,"threshold_uncertainty_score":0.5146618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083487366081271,"score_gpt":0.2169411222587469,"score_spread":0.2061062485979342,"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."}}