{"id":"W3089999623","doi":"","title":"Evaluation of sand transport models by in situ observations.","year":2006,"lang":"en","type":"article","venue":"CONICET Digital (CONICET)","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Humanities; Environmental science; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005234925,0.0001645723,0.0002518707,0.00001977386,0.00005415421,0.00004941733,0.0002161688,0.0001216316,0.0001794566],"category_scores_gemma":[0.00001828656,0.00008165525,0.0001179712,0.0003476153,0.00007298998,0.0006813594,0.00001168727,0.00009645527,0.00001248604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006193794,"about_ca_system_score_gemma":0.00005770368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005582127,"about_ca_topic_score_gemma":0.001630467,"domain_scores_codex":[0.9982234,0.00003934159,0.0005040211,0.0003173835,0.0006483415,0.0002675671],"domain_scores_gemma":[0.999422,0.00009566311,0.0001156496,0.00008538004,0.0002172442,0.00006404515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000196269,0.002197056,0.3116627,0.00004856351,0.00007709169,0.00001126776,0.0002999643,0.004767267,0.5914001,0.004531779,0.006702816,0.07810509],"study_design_scores_gemma":[0.003003642,0.0002944449,0.9426001,0.0001085452,0.0001419631,0.000003834237,0.0002774848,0.007913188,0.02019322,0.01518524,0.009584491,0.0006938183],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702807,0.0006211674,0.00001442294,0.0003281438,0.0000744194,0.000337233,0.0001369921,0.00005148238,0.02815543],"genre_scores_gemma":[0.9983943,0.00002987935,0.00001105802,0.0001301953,0.00004163446,0.00003134883,0.0009115123,0.000001962644,0.0004480994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6309375,"threshold_uncertainty_score":0.3329804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06330276887313235,"score_gpt":0.2325730626609392,"score_spread":0.1692702937878068,"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."}}