{"id":"W4406747326","doi":"10.2139/ssrn.5109503","title":"Modeling Climate Change Impacts on Soil Water Availability in a Boreal Watershed","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Watershed; Climate change; Environmental science; Boreal; Taiga; Hydrology (agriculture); Environmental resource management; Geography; Forestry; Geology; Computer science; Oceanography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004705691,0.0004027539,0.0004446685,0.000323774,0.0004793254,0.0009818883,0.0007178645,0.001061464,0.001506511],"category_scores_gemma":[0.001463034,0.0003129337,0.0005498283,0.0005327497,0.0007116531,0.0008033063,0.0004815118,0.0005022745,0.00005908457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001811014,"about_ca_system_score_gemma":0.001086923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2106854,"about_ca_topic_score_gemma":0.1374162,"domain_scores_codex":[0.9998798,0.00003330992,0.000007337603,0.00003621134,0.00001181376,0.000031485],"domain_scores_gemma":[0.9995068,0.0003107576,0.00005414761,0.00001950731,0.00004436316,0.00006453343],"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":[0.0001252837,0.0001487565,0.02158671,0.0000146795,0.00003931796,0.0001028176,0.00003062439,0.9740947,0.0008977259,0.0007200801,0.0003253296,0.001913803],"study_design_scores_gemma":[0.00004624127,0.00005351302,0.01111064,0.000001788133,0.00002254673,0.00001191749,0.00006285101,0.9879352,0.0001820872,0.0004120461,0.0001524905,0.000008702633],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976769,0.00005396844,0.0006756283,0.0001624345,0.00001176986,0.000005788143,0.0002232505,0.00003429442,0.001155933],"genre_scores_gemma":[0.9988638,0.00004248913,0.0005671614,0.00001640173,0.000006574963,0.000004500821,0.0001210596,0.000007831706,0.0003702087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2106854,"threshold_uncertainty_score":0.4189181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0168640081411884,"score_gpt":0.249098798942052,"score_spread":0.2322347908008636,"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."}}