{"id":"W3193605453","doi":"10.1002/essoar.10507838.1","title":"Poor correlation between large-scale environmental flow violations and freshwater biodiversity: implications for water resource management and water planetary boundary","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Saskatchewan","funders":"","keywords":"World Wide Web; Electronic mail; Computer science","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":[0.002492742,0.0001579732,0.000215779,0.001046575,0.0003161902,0.000795482,0.0001983405,0.0002368854,0.004499204],"category_scores_gemma":[0.01070281,0.00007711536,0.0001702413,0.001816328,0.0008571874,0.0008612839,0.0008611656,0.0003836654,0.0001825315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003174676,"about_ca_system_score_gemma":0.000529996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004462737,"about_ca_topic_score_gemma":0.004847571,"domain_scores_codex":[0.9991692,0.0003445416,0.00008056836,0.000154226,0.0001690889,0.00008241199],"domain_scores_gemma":[0.9877667,0.006684328,0.003446873,0.0007193587,0.0008159269,0.0005667232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003060927,0.0000173863,0.9906781,0.00001916813,0.00005364527,0.00004862062,0.0002196019,0.000461702,0.0001291957,0.0004229277,0.0002162894,0.007702953],"study_design_scores_gemma":[7.909116e-7,0.00001937433,0.9973226,0.00001003076,0.0000112923,0.00003445051,0.0005248117,0.000766915,0.00008403096,0.000953475,0.0002687606,0.000003463506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940529,0.0002464954,0.001741029,0.0004042912,0.00001498235,0.000007000684,0.0003347972,0.00001584457,0.003182682],"genre_scores_gemma":[0.9990739,0.00006371215,0.0003796534,0.00002413796,0.00001028658,0.000003711828,0.0001678324,0.000003218815,0.0002735976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004499204,"threshold_uncertainty_score":0.01505131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009164655345728981,"score_gpt":0.1906898376210963,"score_spread":0.1815251822753673,"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."}}