{"id":"W4412756992","doi":"10.5194/egusphere-2025-3512","title":"Mid- and Far-Infrared Spectral Signatures of Mineral Dust from Low- to High-Latitude Regions: significance and implications","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Planetary Science and Exploration","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; Université de Montréal","funders":"Centre National de la Recherche Scientifique; Horizon 2020; Mitacs; Centre National d’Etudes Spatiales; Deutsche Forschungsgemeinschaft; Centre national d'études spatiales","keywords":"Far infrared; Latitude; Mineral; Geology; Astronomy; Physics; Materials science; Geodesy; Metallurgy","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":[0.0002049322,0.0002392033,0.000203021,0.00060116,0.0002667287,0.0005828119,0.0002122167,0.0002439231,0.0005066058],"category_scores_gemma":[0.0001509184,0.0001115383,0.0001618375,0.0004306333,0.0002713209,0.0001820195,0.0001945601,0.0001373617,0.0001612297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002012489,"about_ca_system_score_gemma":0.0001367923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003333959,"about_ca_topic_score_gemma":0.005887437,"domain_scores_codex":[0.9998791,0.00001591757,0.000008477801,0.00004459678,0.00002705404,0.00002486006],"domain_scores_gemma":[0.9998155,0.00003426046,0.00007377817,0.00001041287,0.0000390204,0.00002703416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000344913,0.00007468292,0.774638,0.0001647197,0.00009392876,0.0002442706,0.0003368333,0.0001934202,0.210312,0.0000733018,0.00008292734,0.01344091],"study_design_scores_gemma":[0.000001957424,0.00002923523,0.9948101,0.0000046604,0.00001803416,0.00008552927,0.0002455265,0.0001065583,0.004487985,0.00002241461,0.0001861659,0.000001873793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985377,0.0007224967,0.0002348555,0.0000196349,0.000004674285,0.000002273759,0.0001089465,0.000004427994,0.0003650252],"genre_scores_gemma":[0.9993364,0.0001786236,0.0002735771,0.00001205408,0.000005585887,0.000001336837,0.00009007438,0.00000178148,0.0001004453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003333959,"threshold_uncertainty_score":0.006629109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01471381202204206,"score_gpt":0.2437354991740545,"score_spread":0.2290216871520125,"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."}}