{"id":"W3190918620","doi":"10.11159/ijci.2021.018","title":"Calibration of the Simple Rainfall Simulator for Investigating Soil Erodibility in Unpaved Roads","year":2021,"lang":"en","type":"article","venue":"International Journal of Civil Infrastructure","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Commonwealth Scholarship Commission","keywords":"Calibration; Simple (philosophy); Environmental science; Simulation; Computer science; Hydrology (agriculture); Geotechnical engineering; Engineering; Statistics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001009722,0.0005218611,0.0003983638,0.0007347899,0.0001198972,0.0003291756,0.001043856,0.0007332915,0.0007380828],"category_scores_gemma":[0.002022367,0.0003109056,0.0003299551,0.0006248528,0.0002946547,0.0004248577,0.0003906677,0.0003036171,0.0003105921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002846357,"about_ca_system_score_gemma":0.0003529889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009694503,"about_ca_topic_score_gemma":0.001552962,"domain_scores_codex":[0.9994148,0.0001235066,0.00005147956,0.0001171134,0.0002477075,0.00004537885],"domain_scores_gemma":[0.9987769,0.0004002753,0.0001464298,0.0002613935,0.0003512207,0.00006382546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007238337,0.0003971723,0.1061576,0.0006252379,0.0001284333,0.0007424147,0.0005628298,0.2496721,0.536217,0.001227941,0.0008981155,0.1026474],"study_design_scores_gemma":[0.0001075826,0.001878234,0.07777149,0.00005175368,0.00008677573,0.000540677,0.0003712832,0.6480345,0.2656773,0.0009754002,0.004393803,0.0001111931],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8639899,0.0002142582,0.1307376,0.00005038435,0.00004870006,0.0004857665,0.001003504,0.000932023,0.002537821],"genre_scores_gemma":[0.9569007,0.0001716631,0.04201988,0.00001757372,0.000004463821,0.000190677,0.0002848097,0.00002445819,0.000385846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001043856,"threshold_uncertainty_score":0.00533998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01633143890361645,"score_gpt":0.2489640075361433,"score_spread":0.2326325686325268,"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."}}