{"id":"W1894335410","doi":"10.5194/hess-19-3133-2015","title":"Hydrological connectivity inferred from diatom transport through the riparian-stream system","year":2015,"lang":"en","type":"article","venue":"Hydrology and earth system sciences","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"Fonds National de la Recherche Luxembourg; Deutsche Forschungsgemeinschaft","keywords":"Riparian zone; Diatom; STREAMS; Environmental science; Surface runoff; Hydrology (agriculture); Abundance (ecology); Periphyton; Vegetation (pathology); Ecology; Geology; Algae; Biology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002136318,0.0001506536,0.0002485553,0.001868612,0.0002226026,0.0006843999,0.0001865601,0.000169785,0.001707493],"category_scores_gemma":[0.0009830929,0.0001401483,0.0001652754,0.001516455,0.0001994513,0.0004227589,0.0004767067,0.0001314172,0.0002225044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003638864,"about_ca_system_score_gemma":0.0001901408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01234725,"about_ca_topic_score_gemma":0.01878941,"domain_scores_codex":[0.9998677,0.00002969727,0.00001117813,0.00004906858,0.00001802519,0.00002436112],"domain_scores_gemma":[0.9995377,0.0001385953,0.0001497613,0.00002717624,0.00006718677,0.00007960561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005102133,0.000012537,0.9923095,0.00002150227,0.00005136577,0.00007614658,0.0001180963,0.001387288,0.002670599,0.0000712578,0.00008869218,0.003142068],"study_design_scores_gemma":[0.000003931581,0.00001324596,0.9968572,0.000002825019,0.00001224916,0.00003273848,0.00008512976,0.002742947,0.00008779739,0.00004496376,0.0001144713,0.000002580701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988788,0.00003793381,0.0002035851,0.000005826765,4.798923e-7,0.000003894451,0.0005012975,0.00001037901,0.0003578644],"genre_scores_gemma":[0.9991137,0.0000217046,0.000200334,0.000003965558,0.000001511789,0.000004225987,0.0005854606,0.000002262344,0.00006667894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01234725,"threshold_uncertainty_score":0.02455074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05129138297826008,"score_gpt":0.2813874824673437,"score_spread":0.2300960994890837,"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."}}