{"id":"W4403857269","doi":"10.1130/abs/2024am-405293","title":"MOVING BEYOND THE AVERAGE AND BEYOND STEADY STATE IN COSMOGENIC NUCLIDE STUDIES OF LANDSCAPE EROSION AND SOIL PRODUCTION","year":2024,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Cosmogenic nuclide; Erosion; Production (economics); Environmental science; Earth science; Steady state (chemistry); Soil science; Geology; Astrobiology; Nuclear physics; Physics; Geomorphology; Chemistry; Cosmic ray; Economics","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":[0.003867776,0.0001659253,0.0007374047,0.0007989283,0.001098076,0.00239047,0.0005895256,0.0007304633,0.001267288],"category_scores_gemma":[0.01192085,0.0003297862,0.0006476466,0.0009446163,0.00177938,0.005479176,0.001504556,0.001373395,0.00006702734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279795,"about_ca_system_score_gemma":0.0006625011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004265779,"about_ca_topic_score_gemma":0.006610322,"domain_scores_codex":[0.9994912,0.0002102746,0.00002645449,0.0001623538,0.00004796676,0.00006163513],"domain_scores_gemma":[0.9951805,0.003394998,0.0002493047,0.0006753596,0.0002913483,0.000208531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001122748,0.0002962307,0.3231348,0.000303935,0.0005522819,0.0007040094,0.003201088,0.07399128,0.01985003,0.5027245,0.002940341,0.07117885],"study_design_scores_gemma":[0.00003609198,0.0003201962,0.2192291,0.0001051669,0.0001894429,0.0002539818,0.001465029,0.1478165,0.003866252,0.6232938,0.003336114,0.00008831273],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657664,0.0006507068,0.02565543,0.001475072,0.00004029838,0.000009018123,0.0001057995,0.00006630534,0.00623092],"genre_scores_gemma":[0.9972352,0.0001507586,0.001868396,0.000106757,0.00003138825,0.000007204806,0.00004374675,0.0000320655,0.0005243455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004265779,"threshold_uncertainty_score":0.020455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179145134349591,"score_gpt":0.2413472125735371,"score_spread":0.2195557612300412,"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."}}