{"id":"W1906975934","doi":"10.1111/fwb.12012","title":"Contrasts between dystrophic and clearwater lakes in the long‐term effects of acidification on cladoceran assemblages","year":2012,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Parks Canada","keywords":"Cladocera; Zooplankton; Ecology; Pelagic zone; Paleolimnology; Diatom; Macrophyte; Ocean acidification; Littoral zone; Hydrobiology; Environmental science; Biology; Climate change; Aquatic environment","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002738735,0.00008970101,0.0001613602,0.00006074235,0.00003569712,0.00001514303,0.000124429,0.00008089317,0.0000838727],"category_scores_gemma":[0.00001355987,0.00004814677,0.00002110478,0.00005068309,0.00006009216,0.000073184,0.00001005878,0.00009242529,0.00004394856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001233353,"about_ca_system_score_gemma":0.000003513295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007960625,"about_ca_topic_score_gemma":0.005668717,"domain_scores_codex":[0.9991823,0.0002424166,0.0001575858,0.0001234665,0.0000577918,0.0002364845],"domain_scores_gemma":[0.9995848,0.0001907843,0.00005024759,0.0001243684,0.000008911758,0.00004090987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002149744,0.00001261782,0.9781696,0.00004438217,0.000009733963,0.000002139061,0.0002544041,0.000001114616,0.001321992,0.00005255992,0.00003073628,0.0200792],"study_design_scores_gemma":[0.0002168614,0.0002732938,0.9948888,0.00001468753,0.000008660927,0.000005867882,0.00001990116,0.0000310136,0.003486536,0.0001095766,0.0008815064,0.00006326846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985474,0.0002811458,0.00001929052,0.0001853939,0.000139202,0.0001831972,0.00003865433,0.000007877737,0.0005977988],"genre_scores_gemma":[0.9994941,0.00002999007,0.000008924312,0.00009330727,0.0001727484,0.000003200215,0.0001610131,0.000001984649,0.00003477619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02001593,"threshold_uncertainty_score":0.3163277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137256022100538,"score_gpt":0.2262816633455761,"score_spread":0.2125560611355223,"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."}}