{"id":"W2083707997","doi":"10.1088/0965-0393/20/6/065008","title":"Friction pressure method for simulating solute drag and particle pinning in a multiphase-field model","year":2012,"lang":"en","type":"article","venue":"Modelling and Simulation in Materials Science and Engineering","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Pohang University of Science and Technology","keywords":"Materials science; Drag; Particle (ecology); Mechanics; Field (mathematics); Physics","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":[0.0009722989,0.0001012355,0.0001603364,0.0001045719,0.0001286109,0.00004167126,0.0000326233,0.00006939097,6.986699e-7],"category_scores_gemma":[0.0002175181,0.0001023194,0.000007741199,0.0001231685,0.00002255827,0.0004127614,0.00004486406,0.00007001819,7.204871e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001704626,"about_ca_system_score_gemma":0.000005191201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004563897,"about_ca_topic_score_gemma":0.000001203246,"domain_scores_codex":[0.9992031,0.000009000521,0.0002190578,0.0001906962,0.0000773068,0.0003008229],"domain_scores_gemma":[0.9995459,0.0002900723,0.00002714286,0.00005349003,0.00003167743,0.00005175499],"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":[0.00001437722,0.00000568327,0.0008537049,0.00005864973,0.000002418294,8.686131e-8,0.001374851,0.795752,0.2000319,0.001721381,8.176119e-8,0.0001847621],"study_design_scores_gemma":[0.0003368687,0.000009978751,0.0002028784,0.00005286937,0.000007949012,6.332174e-7,0.0000407588,0.9919482,0.007096886,0.0001817925,0.000003719195,0.0001174814],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4822588,0.0002013043,0.5173915,0.00001481051,0.0000455714,0.00006524186,0.000001128543,0.00001865765,0.000002978527],"genre_scores_gemma":[0.9284612,0.00003199541,0.07141156,0.00001807538,0.00003561899,0.00001967815,8.399538e-7,0.000008812814,0.00001222679],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4462024,"threshold_uncertainty_score":0.4172466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02830206532259407,"score_gpt":0.2894205251134249,"score_spread":0.2611184597908308,"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."}}