{"id":"W4410759433","doi":"10.1017/jfm.2025.409","title":"Towards a general theory of accelerating foils in the attached-flow regime","year":2025,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Cambridge","keywords":"Flow (mathematics); Mechanics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001347157,0.0001008767,0.0002702957,0.0002646423,0.00002991494,0.00004127911,0.0002967693,0.00007075157,0.00003113467],"category_scores_gemma":[0.0001276793,0.00007245999,0.0002172206,0.0004488018,0.000006928328,0.000120592,0.00002395085,0.0002379164,8.338764e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005884531,"about_ca_system_score_gemma":0.00007280256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003009697,"about_ca_topic_score_gemma":0.00001209149,"domain_scores_codex":[0.9988998,0.00009254231,0.000598198,0.00006143167,0.0002207505,0.0001272705],"domain_scores_gemma":[0.9994873,0.00007976145,0.0001117623,0.0001765058,0.0001175032,0.00002716731],"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":[0.00006906335,0.0001035111,0.00006469931,0.0002062469,0.0004011011,0.00003041513,0.001459035,0.465234,0.107002,0.393005,0.003026035,0.02939893],"study_design_scores_gemma":[0.000329307,0.00004253032,0.00009893264,0.00009981811,0.00007572736,0.00001202793,0.0003015792,0.9834646,0.00672447,0.008559189,0.0002235951,0.00006821306],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1870584,0.002116984,0.8065946,0.0006463682,0.0005231889,0.000107664,0.000005526311,0.00001828193,0.00292903],"genre_scores_gemma":[0.9877011,0.000453821,0.01135468,0.0002872821,0.00009664534,0.00000248579,0.000001769953,0.00001281289,0.00008942593],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8006427,"threshold_uncertainty_score":0.2954833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0157008367196871,"score_gpt":0.250619483176728,"score_spread":0.2349186464570409,"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."}}