{"id":"W4403505036","doi":"10.1130/abs/2024ne-397389","title":"A MODEL OF SOIL DEVELOPMENT FOR LOESSIC SOILS SUGGESTS RAPID DEVELOPMENT OF SOIL MAGNETIC PROPERTIES","year":2024,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Magnetic and Electromagnetic Effects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Soil water; Geology; Soil science; Environmental science","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":[0.0002662716,0.000432341,0.000378966,0.000713076,0.0005827881,0.001011604,0.0009099295,0.001156958,0.009353093],"category_scores_gemma":[0.001125587,0.0002239083,0.0005836917,0.000532893,0.0009158663,0.001392499,0.0004092703,0.0005661492,0.001215204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001231213,"about_ca_system_score_gemma":0.001018092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01062508,"about_ca_topic_score_gemma":0.007011487,"domain_scores_codex":[0.9999017,0.0000221562,0.000003599125,0.00003479386,0.00001603923,0.00002175791],"domain_scores_gemma":[0.9996693,0.0001183052,0.00005977033,0.00001725649,0.00008178022,0.00005351987],"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":[0.0001787268,0.0001018465,0.007404276,0.0001861405,0.0000577745,0.0007244018,0.0004258823,0.6294674,0.02898808,0.3088347,0.004305622,0.01932522],"study_design_scores_gemma":[0.00009275206,0.0001413103,0.005708998,0.00001659817,0.00003159063,0.0003702347,0.0001654809,0.9099306,0.002613515,0.07606807,0.004822662,0.00003817957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5495751,0.0004389346,0.34305,0.00500763,0.0001255104,0.0001824609,0.001194936,0.001144618,0.09928075],"genre_scores_gemma":[0.9539058,0.0003013413,0.01548875,0.000163795,0.00001755956,0.0001181832,0.0001842025,0.0001147034,0.02970583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01062508,"threshold_uncertainty_score":0.03128922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01971994920474122,"score_gpt":0.2369570667369047,"score_spread":0.2172371175321635,"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."}}