{"id":"W2133673201","doi":"10.1002/eco.193","title":"Forest ecohydrological research in the 21st century: what are the critical needs?","year":2011,"lang":"en","type":"article","venue":"Ecohydrology","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":160,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Ecohydrology; Watershed; Ecosystem services; Environmental science; Climate change; Land use, land-use change and forestry; Environmental resource management; Riparian zone; Land use; Watershed management; Ecosystem; Hydrology (agriculture); Ecology; Computer science; Habitat","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002794701,0.0001863344,0.0002226936,0.0001424033,0.000654784,0.00005437822,0.001156508,0.0002098449,0.001866461],"category_scores_gemma":[0.0001840598,0.00009878377,0.00007220254,0.0006400463,0.002771509,0.0003452643,0.000907611,0.0007720683,0.002482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005412794,"about_ca_system_score_gemma":0.000004093126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003213348,"about_ca_topic_score_gemma":0.001459191,"domain_scores_codex":[0.9967773,0.001213213,0.0002680107,0.0004346781,0.0003254298,0.0009813504],"domain_scores_gemma":[0.9984691,0.0008341027,0.00004737304,0.0005752651,0.000009676235,0.00006447465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003025069,0.0009275516,0.887198,0.00001774469,0.00007444861,0.0006109458,0.02078944,0.001604417,0.00005955119,0.07947265,0.006100077,0.002842719],"study_design_scores_gemma":[0.001075211,0.00141852,0.4919191,0.00002837926,0.00008495134,0.000193522,0.01691799,0.00341361,0.00008921445,0.2677756,0.2164047,0.0006792199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.873255,0.0003954284,0.000006703629,0.04626875,0.0004468997,0.0004347733,0.000001271387,0.00003666841,0.07915447],"genre_scores_gemma":[0.9924577,0.0007479353,0.0000287778,0.006384087,0.00009523084,0.000188257,0.000002811554,0.00001123811,0.00008390079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3952789,"threshold_uncertainty_score":0.9999424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07830230165850173,"score_gpt":0.3012707653340451,"score_spread":0.2229684636755434,"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."}}