{"id":"W2016452736","doi":"10.1007/s10933-010-9428-2","title":"Cladocera as indicators of trophic state in Irish lakes","year":2010,"lang":"en","type":"article","venue":"Journal of Paleolimnology","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":95,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Trophic level; Ordination; Ecology; Canonical correspondence analysis; Community structure; Macrophyte; Relative species abundance; Biology; Diatom; Abundance (ecology); Paleolimnology; Environmental 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":[0.0008058252,0.0002375252,0.0002130482,0.001155731,0.0005416485,0.0005939996,0.0002172167,0.0002210026,0.0004421567],"category_scores_gemma":[0.00109982,0.0002985755,0.000151219,0.0007580229,0.0004006273,0.0003984295,0.0006892315,0.0002570577,0.0001257095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001674432,"about_ca_system_score_gemma":0.0006560845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06741051,"about_ca_topic_score_gemma":0.1782977,"domain_scores_codex":[0.9997326,0.00006663395,0.00002907021,0.00003909769,0.00007278405,0.00005978369],"domain_scores_gemma":[0.9994311,0.0001040709,0.0001618457,0.00001675823,0.0001775379,0.0001088076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006825762,0.00003923255,0.9845686,0.00003229256,0.00005527634,0.00006813535,0.0008029895,0.0003314171,0.007087673,0.00003663856,0.0001517745,0.006143406],"study_design_scores_gemma":[0.000007014704,0.00006621009,0.9978948,0.00000665257,0.00001548996,0.00004082234,0.000487161,0.0005580058,0.0006025316,0.00001750237,0.0002962029,0.000007636161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991689,0.00005876796,0.00003987091,0.000009087037,0.00000129785,0.000003954997,0.0001296662,0.000001481922,0.0005871228],"genre_scores_gemma":[0.9991425,0.00004536558,0.0001716071,0.000008589361,0.000001499919,0.00001030447,0.0002065835,0.000001571828,0.0004118337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06741051,"threshold_uncertainty_score":0.1340363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003631642333747553,"score_gpt":0.2278399536005829,"score_spread":0.2242083112668354,"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."}}