{"id":"W4411419497","doi":"10.1029/2024gl114583","title":"Multidirectional Dune Dynamics Under Seasonal Winds on Mars","year":2025,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Planetary Science and Exploration","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aeolian processes; Geology; Global wind patterns; Mars Exploration Program; Prevailing winds; Atmospheric sciences; Climatology; Geomorphology; Oceanography; Astrobiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001173199,0.000138313,0.0001359427,0.0008031214,0.0003702473,0.0005115221,0.0001275424,0.0001813335,0.0008307533],"category_scores_gemma":[0.0002333553,0.00008906428,0.0001395011,0.0004831821,0.0001483743,0.0002234965,0.0004238235,0.0001264197,0.0001220968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001974669,"about_ca_system_score_gemma":0.00009060061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005720144,"about_ca_topic_score_gemma":0.01103288,"domain_scores_codex":[0.9999312,0.00001137068,0.000002969537,0.00002243876,0.00001360682,0.00001839003],"domain_scores_gemma":[0.9998887,0.00001682793,0.00003527997,0.00001229521,0.00002240656,0.00002454256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009538631,0.00002189993,0.9723947,0.00002437026,0.00006399514,0.0002655486,0.0008152124,0.001715405,0.01022432,0.00009331115,0.0003576034,0.01392816],"study_design_scores_gemma":[0.000001188445,0.00001683377,0.9976673,0.000004163266,0.000007588023,0.00006442,0.0003627413,0.001144023,0.0001928898,0.00001842583,0.0005173971,0.000003008926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994825,0.00002403369,0.00004637809,0.000007058706,9.14033e-7,0.000001483069,0.0001768047,0.000006379747,0.0002543804],"genre_scores_gemma":[0.9995328,0.00002480622,0.0001368071,0.000003304485,0.000001650182,0.00000253837,0.0001919486,0.000002430719,0.0001036687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005720144,"threshold_uncertainty_score":0.0113737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02580603409698457,"score_gpt":0.3128731526606915,"score_spread":0.2870671185637069,"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."}}