{"id":"W6995783477","doi":"","title":"Parsimonious spatial representation of tropical soils within dynamic rainfall-runoff models","year":2005,"lang":"en","type":"other","venue":"UMS Institutional Repository (Universiti Malaysia Sabah)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tropics; Potential evaporation; Hydrological modelling; Drainage basin; Hydrology (agriculture); Temperate climate; Tropical climate; Deforestation (computer science)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001497403,0.0008535221,0.001096161,0.001397022,0.0004561809,0.00007821823,0.0009322013,0.001015549,0.001614455],"category_scores_gemma":[0.00005901284,0.001025776,0.0006370278,0.0007061264,0.001563672,0.0008519899,0.0003310664,0.0007805171,0.0008081223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001693317,"about_ca_system_score_gemma":0.001448359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002851614,"about_ca_topic_score_gemma":0.0002753965,"domain_scores_codex":[0.9950426,0.0003257502,0.000884046,0.001332962,0.001754163,0.0006605337],"domain_scores_gemma":[0.9966454,0.00009586513,0.001428653,0.001139314,0.0003250471,0.0003657084],"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":[0.001224981,0.001065279,0.0009715689,0.000358259,0.002101971,0.002591755,0.001021354,0.8326735,0.01090499,0.0824853,0.06305701,0.001543998],"study_design_scores_gemma":[0.009177922,0.0005847752,0.003760309,0.002713312,0.002396645,0.002270039,0.001658291,0.8984962,0.002777732,0.001460501,0.07043328,0.004271036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09953933,0.0007350252,0.0158271,0.0001121857,0.002184059,0.001355534,0.001161102,0.001009539,0.8780761],"genre_scores_gemma":[0.7566558,0.00005951717,0.004122355,0.00003378066,0.0009469787,0.00002295365,0.0009749652,0.0005908732,0.2365929],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6571164,"threshold_uncertainty_score":0.9999698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160911365143876,"score_gpt":0.232441023968799,"score_spread":0.2208319103173602,"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."}}