{"id":"W2339094608","doi":"10.26021/8910","title":"Structure and function of food webs in acid mine drainage streams","year":2013,"lang":"en","type":"article","venue":"University of Canterbury Research Repository (University of Canterbury)","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Canterbury","keywords":"STREAMS; Acid mine drainage; Drainage; Function (biology); Environmental science; Geology; Ecology; Biology; Chemistry; Computer science; Environmental chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002772234,0.000133129,0.0003051424,0.0003493618,0.0001768662,0.000009800403,0.0004662094,0.0001517808,0.0008274502],"category_scores_gemma":[0.00002270054,0.0001583185,0.00008817558,0.0004771988,0.001064991,0.0005837823,0.0004636559,0.000263888,0.000004414769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001766995,"about_ca_system_score_gemma":0.00006300878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00983882,"about_ca_topic_score_gemma":0.002864414,"domain_scores_codex":[0.998426,0.000218301,0.0001781342,0.0003387447,0.0005559345,0.000282952],"domain_scores_gemma":[0.9991173,0.00006702694,0.0002049379,0.0003257017,0.0001424153,0.0001426274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005427675,0.0002367024,0.05866577,0.0003196994,0.0001087524,0.0001526536,0.005339564,0.00004834171,0.9209328,0.0003828405,0.006019041,0.007251055],"study_design_scores_gemma":[0.00633681,0.006518534,0.397779,0.001002246,0.0002031327,0.00007201993,0.06212904,0.006005622,0.5052208,0.003128122,0.01042937,0.001175196],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894331,0.0001052842,0.0005042916,0.0001504465,0.00003832808,0.0003557272,0.00002929829,0.00002001472,0.009363506],"genre_scores_gemma":[0.9960861,0.0001043795,0.0006072255,0.000005420598,0.00001012321,1.05318e-7,0.000007776948,0.000007643629,0.003171273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.415712,"threshold_uncertainty_score":0.9967548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00923034723745888,"score_gpt":0.1993973899893928,"score_spread":0.1901670427519339,"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."}}