{"id":"W2126386309","doi":"10.1002/eco.1596","title":"Ecohydrology and stewardship of Alberta springs ecosystems","year":2014,"lang":"en","type":"article","venue":"Ecohydrology","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"Nature Conservancy of Canada; Nature Conservancy; University of Alberta; U.S. Environmental Protection Agency; Smithsonian Institution","keywords":"Habitat; Ecosystem; Species richness; Environmental science; Ecology; Wetland; Geography; Hydrology (agriculture); Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003538917,0.0001174884,0.0002897272,0.00004878341,0.0001251419,0.000002967609,0.0001861383,0.000177174,0.001258662],"category_scores_gemma":[0.00009747277,0.0001077821,0.00004017332,0.00007672785,0.0005289011,0.00006458769,0.0004040638,0.0001002813,0.000652932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002282338,"about_ca_system_score_gemma":0.00000277465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001369975,"about_ca_topic_score_gemma":0.01006131,"domain_scores_codex":[0.9990207,0.000133302,0.0001883276,0.0003092317,0.00006353788,0.0002848978],"domain_scores_gemma":[0.9993684,0.0002683649,0.0001118985,0.0001824541,0.000005063116,0.00006379063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002985353,0.00004034888,0.9956763,0.00001303263,0.0000376904,0.000002866338,0.0004495192,0.0002247744,0.001351259,0.000690094,0.001110304,0.0003739297],"study_design_scores_gemma":[0.00287673,0.002556796,0.673021,0.0000121487,0.0001844354,0.0002086977,0.00005021846,0.01753788,0.005288058,0.01017448,0.2872671,0.0008225502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681267,0.00003189073,0.00001517714,0.001495954,0.0002043623,0.00009289085,0.00000239624,0.00001626327,0.03001439],"genre_scores_gemma":[0.998698,0.00001946283,0.0001219913,0.000577454,0.00003046728,0.00000494293,0.000002519532,0.000004812299,0.000540369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3226554,"threshold_uncertainty_score":0.9996543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00463729746723106,"score_gpt":0.1736575593082556,"score_spread":0.1690202618410246,"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."}}