{"id":"W2020876555","doi":"10.1111/j.1744-7429.2004.tb00351.x","title":"Respiratory Ecology of Aquatic Macroinvertebratestween dissolved oxygen and invertebrate<sup>1</sup>","year":2004,"lang":"en","type":"article","venue":"Biotropica","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Wildlife Conservation Society; National Science Foundation","keywords":"Benthic zone; Ecology; Macrophyte; Biology; Abundance (ecology); Hypoxia (environmental); Swamp; Invertebrate; Oxygen; Chemistry","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":[0.0001696257,0.0002173752,0.0001783864,0.0005934151,0.0003408853,0.0003824727,0.0001425821,0.0001531124,0.001241038],"category_scores_gemma":[0.0006325346,0.0002184773,0.000117876,0.0004360138,0.0002396174,0.0002716693,0.0004253247,0.0001358897,0.0002497911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001470739,"about_ca_system_score_gemma":0.00009031974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004008934,"about_ca_topic_score_gemma":0.01165152,"domain_scores_codex":[0.9998761,0.00002750443,0.00001464647,0.00003036043,0.00002478031,0.00002652499],"domain_scores_gemma":[0.9995602,0.00005538994,0.0002106922,0.00001149968,0.00008783126,0.00007439442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005219811,0.00001727496,0.9897361,0.00002457331,0.00002898836,0.00006269546,0.0003021849,0.000043629,0.006682817,0.000008465267,0.00003038887,0.003010681],"study_design_scores_gemma":[4.055095e-7,0.00003065924,0.9994985,0.000002428645,0.000002720867,0.0000456004,0.0001558351,0.00006151914,0.0001515497,0.000003829474,0.00004613132,9.054428e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996872,0.00004683169,0.00003138816,0.000002881607,4.247154e-7,0.000002464638,0.00008148756,9.681418e-7,0.0001463481],"genre_scores_gemma":[0.9995308,0.00003622059,0.0001079257,0.000005019956,9.318408e-7,0.000004298712,0.0001245451,6.585471e-7,0.0001896051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004008934,"threshold_uncertainty_score":0.007971227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232838100671171,"score_gpt":0.1994794916362747,"score_spread":0.1871511106295629,"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."}}