{"id":"W4382539032","doi":"10.18280/mmep.100342","title":"A Comprehensive Review of Design and Operational Parameters Influencing Airlift Pump Performance","year":2023,"lang":"en","type":"review","venue":"Mathematical Modelling and Engineering Problems","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Airlift; Environmental science; Engineering; Computer science; Chemistry; Bioreactor","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005071622,0.0004329479,0.001672285,0.0001518324,0.00003997699,0.00004125912,0.0001327231,0.0001917691,0.000004470503],"category_scores_gemma":[0.00004193329,0.0003540827,0.0001213186,0.0002299551,0.0000361672,0.0000791394,0.00004551788,0.0003070001,0.00002540888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000328722,"about_ca_system_score_gemma":0.00002751104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002829365,"about_ca_topic_score_gemma":1.376168e-8,"domain_scores_codex":[0.9981668,0.00004042848,0.001036062,0.0002476293,0.0002246672,0.0002844271],"domain_scores_gemma":[0.9988487,0.0006577574,0.0001009776,0.0002285243,0.00004214329,0.0001219116],"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":[1.358187e-7,0.000002708107,3.883546e-8,0.4577961,0.00009501068,7.696731e-7,0.0001544281,0.5310507,5.058253e-7,0.00007677771,0.00001331921,0.01080943],"study_design_scores_gemma":[0.00004412039,0.00001799578,3.961294e-8,0.2428493,0.0001423864,0.0000564807,0.000004825834,0.7391983,0.000001047009,0.00008353801,0.01733795,0.0002640511],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006625661,0.6884232,0.3105518,0.000002825544,0.000058258,0.000680209,0.000005351603,0.0001826039,0.00002947705],"genre_scores_gemma":[0.0001463981,0.9805634,0.0188686,0.000007635598,0.00002574343,0.0002519625,0.00001310477,0.000106073,0.00001707796],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2921402,"threshold_uncertainty_score":0.9998911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09715775764813792,"score_gpt":0.2652847958707586,"score_spread":0.1681270382226207,"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."}}