{"id":"W2806302664","doi":"10.11159/ffhmt18.168","title":"Two-phase Flow Behaviour in Airlift Pumps","year":2018,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Ontario Ministry of Agriculture, Food and Rural Affairs","keywords":"Airlift; Flow (mathematics); Two-phase flow; Phase (matter); Computer science; Mechanics; Physics; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.000167129,0.0001916836,0.000189102,0.0001498879,0.00004840332,0.0000785737,0.0003689931,0.00007880431,0.0001343609],"category_scores_gemma":[0.00001443076,0.0001580487,0.00007257902,0.0001148456,0.00009752939,0.0001985211,0.00003444286,0.0002021985,0.000008421684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005367028,"about_ca_system_score_gemma":0.0000206695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004022204,"about_ca_topic_score_gemma":0.00004961314,"domain_scores_codex":[0.9989842,0.000003180839,0.0002886902,0.0002247306,0.0002760302,0.0002231734],"domain_scores_gemma":[0.9996166,0.00001396993,0.000008699244,0.00007769107,0.0002168001,0.00006619024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001741713,0.0001202783,0.002637438,0.00007571355,0.0000658171,0.000001932184,0.0009573096,0.0006618753,0.8943272,0.09698167,0.0003737881,0.003622771],"study_design_scores_gemma":[0.001903051,0.0001404594,0.0008164019,0.000280018,0.00002533913,0.000008132727,0.0001723138,0.894459,0.09953776,0.002051854,0.000347669,0.0002579911],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656952,0.00004461878,0.001546917,0.0006115254,0.0007001588,0.0002054737,0.00005831354,0.00006126292,0.03107653],"genre_scores_gemma":[0.9986629,0.0001259471,0.0007538132,0.000101161,0.0001345889,0.00002483424,0.0000065203,0.00002617514,0.000163988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8937972,"threshold_uncertainty_score":0.6445041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01497547894657251,"score_gpt":0.2465082068308637,"score_spread":0.2315327278842912,"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."}}