{"id":"W2156263724","doi":"10.1002/esp.3398","title":"Secondary flow deflection in the lee of transverse dunes with implications for dune morphodynamics and migration","year":2013,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"University of Victoria","keywords":"Geology; Transverse plane; Airflow; Beach morphodynamics; Crest; Mechanics; Outflow; Flow (mathematics); Deflection (physics); Flow visualization; Geometry; Geomorphology; Optics; Physics; Sediment transport; Engineering; Structural engineering; Mathematics","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":[0.0001333024,0.00009565556,0.0001197206,0.00002939768,0.0001297408,0.00006390825,0.00005662441,0.00004246366,0.00003795261],"category_scores_gemma":[0.00001471965,0.00005085669,0.00001308274,0.0002162791,0.00006313021,0.0004089428,0.000002338185,0.00006522881,0.00000170576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":5.024355e-7,"about_ca_system_score_gemma":0.00004779082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001741844,"about_ca_topic_score_gemma":0.03387709,"domain_scores_codex":[0.9995032,0.000009274919,0.0001258477,0.0001459486,0.00006724457,0.0001484995],"domain_scores_gemma":[0.999637,0.0001310376,0.00005829634,0.00006578754,0.00006981957,0.00003805059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001303392,0.00002821217,0.9496983,0.001034768,0.00001709403,4.749489e-7,0.002865722,0.009701037,0.0001346857,0.00006436283,0.00005759369,0.03626745],"study_design_scores_gemma":[0.0005525636,0.0003798518,0.9212693,0.00004086583,0.00001753803,0.0000298397,0.001134435,0.07415377,0.0001904948,0.001694746,0.0004109191,0.0001256656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994009,0.001131064,0.003243391,0.0008724148,0.00001633946,0.0004704513,0.0000575108,0.00001098954,0.0001888508],"genre_scores_gemma":[0.9968114,0.0004949347,0.002479703,0.00007276563,0.00001347798,0.00001235378,0.0000759547,0.000003062459,0.00003628615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06445274,"threshold_uncertainty_score":0.9837521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006886679453582629,"score_gpt":0.1928278889945593,"score_spread":0.1859412095409766,"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."}}