{"id":"W2054293908","doi":"10.1002/hyp.7634","title":"Soil piping and catchment response","year":2010,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":113,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Piping; Environmental science; Hydrology (agriculture); Surface runoff; Drainage basin; Drainage; Geology; Environmental engineering; Geography; Geotechnical engineering; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006779823,0.000127238,0.000269285,0.0004446083,0.0001521496,0.0007158113,0.0002365096,0.0002899722,0.005096067],"category_scores_gemma":[0.005834119,0.00009000138,0.0002094777,0.001069864,0.0003365704,0.0005900369,0.0008226654,0.0002591548,0.0002891421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006261536,"about_ca_system_score_gemma":0.0003549583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004499416,"about_ca_topic_score_gemma":0.002583649,"domain_scores_codex":[0.9996282,0.0001070738,0.00002733402,0.00007734315,0.00007128271,0.00008881366],"domain_scores_gemma":[0.9984462,0.0006624425,0.0003649961,0.0001101437,0.0002055994,0.0002106741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006037893,0.0001551615,0.8024418,0.0002170385,0.000232905,0.0005596604,0.0006192406,0.1160326,0.02761546,0.002181276,0.002116489,0.04722461],"study_design_scores_gemma":[0.00003008048,0.0001782623,0.9373783,0.000013335,0.00004721608,0.000174018,0.0006402345,0.05390486,0.002682782,0.002523942,0.002401425,0.0000256153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995732,0.00007976489,0.001459957,0.000103982,0.000004332403,0.00002662454,0.0005243064,0.0001165858,0.001952527],"genre_scores_gemma":[0.9994899,0.00002224239,0.00005799943,0.000009715646,0.000001938241,0.000005923359,0.0001945716,0.000007474971,0.0002102162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005096067,"threshold_uncertainty_score":0.01704806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165809479633306,"score_gpt":0.2306300201868232,"score_spread":0.2189719253904902,"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."}}