{"id":"W4405921533","doi":"10.2139/ssrn.5078001","title":"Evaluation of Sources of Sediment Transport to Recreational Lakes in Forested Watersheds","year":2024,"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":"Université Laval","funders":"","keywords":"Recreation; Sediment; Sediment transport; Hydrology (agriculture); Environmental science; Geology; Geomorphology; Ecology; Geotechnical engineering","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":[0.0006577007,0.0004163281,0.000298878,0.002251117,0.0005894107,0.0009801446,0.0003689952,0.0003242766,0.001447111],"category_scores_gemma":[0.002561587,0.0001964072,0.0004277067,0.00174967,0.0002703451,0.0006550789,0.000387918,0.000157769,0.0002200801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001538698,"about_ca_system_score_gemma":0.001613677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04011905,"about_ca_topic_score_gemma":0.04303411,"domain_scores_codex":[0.9997209,0.00009292278,0.00001746418,0.00004277349,0.00008601791,0.000039844],"domain_scores_gemma":[0.9982713,0.001042944,0.0001827221,0.00005439258,0.0003538993,0.00009467318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001471064,0.0004152166,0.8754051,0.0001315222,0.0001962046,0.0008247765,0.0004566196,0.06767587,0.009435194,0.001013967,0.0004240803,0.04255027],"study_design_scores_gemma":[0.00008663333,0.0006659613,0.6013234,0.00003164336,0.0002727913,0.0002067235,0.001729367,0.3787677,0.015235,0.001039256,0.0006074815,0.00003407422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979482,0.00003069793,0.0009617036,0.00001544464,0.000001099139,0.0000217342,0.0003342639,0.00002905311,0.0006577343],"genre_scores_gemma":[0.9980379,0.00004673383,0.001019956,0.000001373339,0.00000202436,0.000009574333,0.0003256419,0.00001006319,0.0005467872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04011905,"threshold_uncertainty_score":0.07977104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600400044779402,"score_gpt":0.2621671557420046,"score_spread":0.2461631552942105,"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."}}