{"id":"W2134930270","doi":"10.1007/s12043-009-0142-4","title":"Computer simulation of viscous fingering in a lifting Hele-Shaw cell with grooved plates","year":2009,"lang":"en","type":"article","venue":"Pramana","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Department of Science and Technology, Ministry of Science and Technology, India; London Health Sciences Centre","keywords":"Viscous fingering; Hele-Shaw flow; Mechanics; Computer science; Materials science; Physics; Flow (mathematics); Porous medium; Composite material; Open-channel flow; Porosity","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000182726,0.0003150225,0.0006895606,0.0004196931,0.0009814972,0.0009077763,0.001017466,0.001538628,0.004138596],"category_scores_gemma":[0.001031217,0.000417494,0.0005323328,0.0005005627,0.001080546,0.0005355955,0.0008790888,0.0008177754,0.0002304109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007785265,"about_ca_system_score_gemma":0.001299833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0219017,"about_ca_topic_score_gemma":0.009112596,"domain_scores_codex":[0.9998677,0.00002077579,0.000006293429,0.00001844422,0.00003372312,0.00005302094],"domain_scores_gemma":[0.9992809,0.0003830384,0.00005571682,0.00004810494,0.00007320438,0.0001589644],"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":[0.00007317108,0.00006001911,0.001409989,0.00002312147,0.00001439372,0.0002082564,0.00007007783,0.9928755,0.001578953,0.002359714,0.0001971518,0.001129669],"study_design_scores_gemma":[0.00002213146,0.00003338562,0.0004286449,0.000002891234,0.000003475919,0.00001728718,0.00003982678,0.9986783,0.0003558478,0.0002954581,0.0001153508,0.000007513701],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706348,0.0001027406,0.01326841,0.0002934354,0.00006546949,0.00003670583,0.0002531814,0.0001883538,0.01515688],"genre_scores_gemma":[0.9951686,0.00004468301,0.002817703,0.00003970874,0.000007877037,0.00002619749,0.00008117309,0.00002059667,0.001793478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0219017,"threshold_uncertainty_score":0.04354841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005025894582095122,"score_gpt":0.2159797707021657,"score_spread":0.2109538761200706,"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."}}