{"id":"W3018067191","doi":"10.1016/j.scitotenv.2020.138444","title":"A century of limnological evolution and interactive threats in the Panama Canal: Long-term assessments from a shallow basin","year":2020,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"Smithsonian Tropical Research Institute; Secretaría Nacional de Ciencia, Tecnología e Innovación","keywords":"Term (time); Structural basin; Panama canal; Geology; Earth science; Geography; Oceanography; Environmental science; Water resource management; Paleontology","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":[0.0004721881,0.0001976858,0.0002139604,0.0007866661,0.0008697535,0.001066995,0.0003699756,0.000680107,0.000774964],"category_scores_gemma":[0.001677249,0.0001619817,0.0002430889,0.001624011,0.0009684109,0.001668596,0.00190565,0.0005118016,0.00007500355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160297,"about_ca_system_score_gemma":0.0008834629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0547653,"about_ca_topic_score_gemma":0.1373654,"domain_scores_codex":[0.9998366,0.000030743,0.00001809689,0.00003858155,0.00003276038,0.00004322672],"domain_scores_gemma":[0.9991776,0.0001183457,0.0003162598,0.00006379653,0.0001660198,0.0001579293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009561972,0.00004590716,0.9851129,0.00002804066,0.000107223,0.0002412899,0.001945986,0.0007591663,0.001078514,0.000249835,0.0003228637,0.01001266],"study_design_scores_gemma":[0.000001067812,0.00002422801,0.9973259,0.000007838793,0.00001630544,0.0000451869,0.001383632,0.0003913619,0.00006106043,0.00008294847,0.0006561051,0.000004307118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992969,0.0001162026,0.00004849142,0.0001078158,0.00000204197,0.000001658289,0.0001208202,0.000001724653,0.0003043873],"genre_scores_gemma":[0.9993542,0.0001741105,0.00008695929,0.00002512906,0.000005534144,0.000005197013,0.0001780787,0.000001649658,0.0001691344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0547653,"threshold_uncertainty_score":0.108893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01513970873825235,"score_gpt":0.217856056278167,"score_spread":0.2027163475399147,"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."}}