{"id":"W4387466650","doi":"10.1007/978-3-642-25055-2_24","title":"Afterthoughts and Perspectives","year":2023,"lang":"en","type":"book-chapter","venue":"Syntheses in limnogeology","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Deforestation (computer science); Sedimentation; Eutrophication; Siltation; Population; Fauna; Climate change; Geography; Population growth; Environmental science; Environmental change; Erosion; Sediment; Water resource management; Ecology; Geology; Oceanography; Paleontology; Nutrient","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":[0.003198213,0.001015419,0.0006647356,0.001998301,0.003083041,0.009359625,0.001627534,0.00344767,0.06360999],"category_scores_gemma":[0.007268314,0.000262498,0.0004527576,0.002750476,0.007216125,0.009184776,0.003115189,0.005328618,0.0163357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004567517,"about_ca_system_score_gemma":0.003763967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005170679,"about_ca_topic_score_gemma":0.008410038,"domain_scores_codex":[0.9983406,0.0007134657,0.00005384503,0.000235187,0.0004907905,0.0001660777],"domain_scores_gemma":[0.9969347,0.001580857,0.00009184489,0.0002855548,0.0008477822,0.000259191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002457578,0.00002041434,0.0000378552,0.000211654,0.000005934914,0.00005612195,0.001287276,0.000131388,0.0001082494,0.5309175,0.4279174,0.03928159],"study_design_scores_gemma":[0.000002921897,0.000002951905,0.00003227927,0.0003434262,0.000001996734,0.00002022653,0.0007505555,0.00002684849,0.00004504804,0.07642179,0.9223483,0.000003677887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001005277,0.1631377,0.003378189,0.2868262,0.06444004,0.00002450776,0.0003315196,0.0001054819,0.4807511],"genre_scores_gemma":[0.03761958,0.1169749,0.003807999,0.1022644,0.05670967,0.0001627334,0.0006512961,0.0004570137,0.6813526],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.06360999,"threshold_uncertainty_score":0.2127966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03433381112149084,"score_gpt":0.209259259786143,"score_spread":0.1749254486646522,"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."}}