{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001794245,0.0005505531,0.000509964,0.0005716882,0.001489327,0.00228754,0.0005747506,0.001713618,0.001825628],"category_scores_gemma":[0.009572152,0.0003068203,0.0003940954,0.0003355214,0.006131114,0.003728663,0.002274481,0.001819414,0.0001848767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008263348,"about_ca_system_score_gemma":0.0008071686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124041,"about_ca_topic_score_gemma":0.0005013429,"domain_scores_codex":[0.9991059,0.0002380238,0.00004857629,0.0001571598,0.0003176493,0.0001326653],"domain_scores_gemma":[0.9968461,0.001573965,0.0005910486,0.0002839582,0.0004195985,0.0002852434],"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":[0.00006898486,0.00007402887,0.002531032,0.00005112108,0.00001431309,0.000596998,0.0003299745,0.03352042,0.005497143,0.9403576,0.00143438,0.01552392],"study_design_scores_gemma":[0.00001581753,0.0001653721,0.002910855,0.00003999877,0.00001449802,0.0003533976,0.0003403452,0.09226217,0.002885726,0.8959287,0.005029273,0.00005391875],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5117292,0.003842288,0.3566057,0.02926689,0.001623184,0.00007733528,0.0001904402,0.0002538423,0.09641107],"genre_scores_gemma":[0.9901657,0.0009770392,0.004979993,0.0004299791,0.00041989,0.00002234041,0.00001496104,0.00002400519,0.002966122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00228754,"threshold_uncertainty_score":0.009489,"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."}}