{"id":"W2891568726","doi":"10.1007/s11252-018-0802-6","title":"The ecology of littoral zone Chironomidae in four artificial, urban, tropical Malaysian lakes","year":2018,"lang":"en","type":"article","venue":"Urban Ecosystems","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Ministère de l'Énergie et des Ressources Naturelles; University of Melbourne","keywords":"Ecology; Chironomidae; Urban ecology; Abundance (ecology); Predation; Periphyton; Geography; Environmental science; Biology; Urbanization; Algae","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001568338,0.000241096,0.0001549997,0.0008262891,0.000859183,0.000444669,0.000226219,0.0001748092,0.0006543355],"category_scores_gemma":[0.0002591951,0.0002113799,0.0001385039,0.0006701998,0.0008201407,0.0003694155,0.0007415907,0.0001056281,0.0000961686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009565226,"about_ca_system_score_gemma":0.000493649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02616117,"about_ca_topic_score_gemma":0.1296135,"domain_scores_codex":[0.9998761,0.00002988241,0.000009758344,0.00002774311,0.00001449528,0.00004193593],"domain_scores_gemma":[0.9998009,0.00002985253,0.00007364717,0.000008557291,0.00003504286,0.00005202155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002072794,0.00006524178,0.9813784,0.00003770856,0.00002966233,0.0001609984,0.004660169,0.0002578891,0.007278053,0.00009755917,0.0000534229,0.005773507],"study_design_scores_gemma":[0.000001655207,0.00007728218,0.9972439,0.000003578999,0.000008169988,0.00006570548,0.002020538,0.0002055235,0.0002347897,0.00001275382,0.0001225948,0.000003551334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998705,0.000007734873,0.000009599748,0.000001558045,1.015675e-7,0.000001195594,0.00001205187,3.016387e-7,0.00009672922],"genre_scores_gemma":[0.9996672,0.00001578099,0.00005577373,0.000002526494,2.827032e-7,0.000003459958,0.00002592396,2.298664e-7,0.0002288243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02616117,"threshold_uncertainty_score":0.05201781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01198053624261201,"score_gpt":0.1902062482517927,"score_spread":0.1782257120091807,"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."}}