{"id":"W4410322529","doi":"10.1017/jfm.2025.343","title":"The implications of a fluid yield stress","year":2025,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Yield (engineering); Stress (linguistics); Mechanics; Materials science; Physics; Composite material","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":[0.002853806,0.00008443646,0.000250931,0.0001918197,0.0001411543,0.00007619838,0.001079959,0.00006906089,0.00003118792],"category_scores_gemma":[0.006933458,0.00004609037,0.0001766153,0.0006426,0.00003224452,0.0001010465,0.00009154819,0.0001764822,0.000006617083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003914203,"about_ca_system_score_gemma":0.00028239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002069397,"about_ca_topic_score_gemma":0.000003993009,"domain_scores_codex":[0.9981597,0.00006750197,0.0009270348,0.0001128717,0.0005833829,0.0001495063],"domain_scores_gemma":[0.9957727,0.002394469,0.0003662447,0.0005052772,0.0008923061,0.0000689945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008764911,0.0001343442,0.0001230444,0.00002039069,0.0001298581,0.000005517545,0.000198437,0.0192782,0.07746074,0.7873007,0.08351697,0.03174412],"study_design_scores_gemma":[0.0007414909,0.0004541326,0.001499852,0.0004038866,0.0001852497,0.00009273048,0.001331887,0.07913378,0.05363245,0.8081731,0.05410016,0.0002512947],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006693659,0.00193299,0.985332,0.00364256,0.001208141,0.0001073028,0.00001317886,0.00000911845,0.001061119],"genre_scores_gemma":[0.994746,0.0003668006,0.003691263,0.0001273023,0.00008812229,0.00000311165,1.861921e-7,0.000006310361,0.0009708666],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9880524,"threshold_uncertainty_score":0.8300498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06447267237935113,"score_gpt":0.33515504272008,"score_spread":0.2706823703407288,"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."}}