{"id":"W6993122906","doi":"","title":"Nonlinearly stable multilayer viscoplastic flows","year":2002,"lang":"en","type":"other","venue":"cIRcle (University of British Columbia)","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Consejo Nacional de Ciencia y Tecnología","keywords":"Breakup; Stability (learning theory); Work (physics); Flow (mathematics); Diafiltration; Limiting","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000424791,0.00009570202,0.0004048777,0.00009992705,0.00006189336,0.00008445038,0.0003459181,0.000349504,0.003724047],"category_scores_gemma":[0.00000680881,0.0003866929,0.0001373965,0.0001849382,0.00008326722,0.0001014376,0.00008072596,0.0002569822,0.000354222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006350633,"about_ca_system_score_gemma":0.00002184853,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06850124,"about_ca_topic_score_gemma":0.3831026,"domain_scores_codex":[0.9990225,0.00001325474,0.0001144002,0.0003228349,0.0002218252,0.0003051591],"domain_scores_gemma":[0.9994061,0.00001759151,0.00006286662,0.0003459082,0.00004484613,0.0001226737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001965611,0.0001066234,0.0002037595,0.0006192693,0.0002234823,0.0004144131,0.00007005451,0.002662657,0.0001372972,7.226341e-7,0.8811293,0.1144305],"study_design_scores_gemma":[0.002336965,0.0000980169,0.05939031,0.001830846,0.0002293327,0.00007660456,0.0001874554,0.5878054,4.105696e-7,0.00002977803,0.3464933,0.001521531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1178903,0.004032786,0.0107038,0.00001308542,0.002854074,0.00088325,0.005308266,0.002014134,0.8563003],"genre_scores_gemma":[0.1450489,0.001663481,0.004833596,0.0000121778,0.0001774787,8.755782e-7,0.0001569856,0.0006275371,0.8474789],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5851428,"threshold_uncertainty_score":0.9998585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004677052096593861,"score_gpt":0.1434953743909438,"score_spread":0.13881832229435,"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."}}