{"id":"W2091516449","doi":"10.1016/j.ijmultiphaseflow.2005.03.005","title":"Air–water counter-current slug flow data in vertical-to-horizontal pipes containing orifice type obstructions","year":2005,"lang":"en","type":"article","venue":"International Journal of Multiphase Flow","topic":"Water Systems and Optimization","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Slugging; Slug flow; Body orifice; Mechanics; Countercurrent exchange; Geology; Pipe flow; Two-phase flow; Geotechnical engineering; Flow (mathematics); Physics; Engineering; Thermodynamics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002696343,0.0001509269,0.0002034906,0.0003022399,0.00002931529,0.00008911477,0.0005332888,0.00005650386,0.0001360718],"category_scores_gemma":[0.0001129505,0.0001237572,0.00005219117,0.00009447075,0.00001471283,0.0007075688,0.00007914244,0.0002557188,0.00009342033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003175127,"about_ca_system_score_gemma":0.00004189117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003338972,"about_ca_topic_score_gemma":0.0004517874,"domain_scores_codex":[0.998563,0.00002804927,0.0006345732,0.0001560641,0.0004131114,0.0002051938],"domain_scores_gemma":[0.9992043,0.00004330204,0.00004666823,0.0001992389,0.0003623069,0.0001441544],"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":[0.0002149008,0.0001163043,0.001295341,0.00001192284,0.0001259896,0.00006658132,0.0008779923,0.9726133,0.002708842,0.00001365999,0.003431287,0.01852384],"study_design_scores_gemma":[0.00183307,0.00009439855,0.0008974714,0.0002247907,0.00002258288,0.0001779476,0.0000925144,0.912443,0.00373333,0.00000992853,0.08026975,0.0002011855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7703506,0.0006034168,0.2118719,0.0008726136,0.01540338,0.0002349755,0.0001829341,0.00008815705,0.0003919288],"genre_scores_gemma":[0.9807458,0.00005042843,0.01728016,0.00005671798,0.001682207,0.000003042004,0.0001133052,0.00002657521,0.00004177978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2103951,"threshold_uncertainty_score":0.5046673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379854169526256,"score_gpt":0.2815531745347442,"score_spread":0.2577546328394816,"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."}}