{"id":"W2057993922","doi":"10.1002/hyp.5773","title":"Advances in Canadian forest hydrology, 1999–2003","year":2005,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University; Trent University","funders":"","keywords":"Disturbance (geology); Forest management; Interception; Surface runoff; Environmental resource management; Environmental science; Hydrology (agriculture); Ecology; Agroforestry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000291884,0.0001975218,0.0002228211,0.00009080239,0.0002164728,0.00001382688,0.0003424486,0.0001564362,0.001799812],"category_scores_gemma":[0.0003059539,0.0001527938,0.00002330146,0.0006252208,0.0005274902,0.0004621428,0.0001691053,0.0002107482,0.001608067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001360517,"about_ca_system_score_gemma":0.00002794596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01944991,"about_ca_topic_score_gemma":0.7519951,"domain_scores_codex":[0.9982765,0.00005267515,0.0002341258,0.0004697996,0.0001399397,0.0008270151],"domain_scores_gemma":[0.9995341,0.00005598588,0.00004945539,0.0001578478,0.000009968119,0.0001926086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004296027,0.0001277063,0.9352051,0.00002296539,0.000006910404,0.0000735758,0.0001920822,0.05462503,0.0000123259,0.0004799151,0.003216051,0.005995341],"study_design_scores_gemma":[0.000435351,0.0001858178,0.06682292,0.000007113547,0.00001248046,0.00001269764,0.00002089987,0.003759226,0.00006604686,0.007795767,0.9205669,0.000314762],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7304114,0.002376107,0.00008091376,0.009650574,0.0001015221,0.0003684209,0.000004050325,0.0001187871,0.2568883],"genre_scores_gemma":[0.9933167,0.001222521,0.0002618394,0.004564654,0.00005615088,0.00009154074,0.000008813717,0.000008826812,0.0004689597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9173509,"threshold_uncertainty_score":0.9991693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00911062769377631,"score_gpt":0.2273947436686915,"score_spread":0.2182841159749152,"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."}}