{"id":"W2054563990","doi":"10.1139/f10-058","title":"Phosphorus and land-use changes are significant drivers of cladoceran community composition and diversity: an analysis over spatial and temporal scales","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Groupe de recherche interuniversitaire en limnologie; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Watershed; Subfossil; Phosphorus; Environmental science; Ecology; Hydrobiology; Water quality; Hydrology (agriculture); Biology; Chemistry; Geology; Aquatic environment","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005980523,0.0001379516,0.0002389719,0.0007542748,0.0003672087,0.0004727447,0.0002380757,0.0002718792,0.0007962188],"category_scores_gemma":[0.001457472,0.0002041044,0.0003495156,0.0007514872,0.0004129199,0.0004753644,0.0004712249,0.0002289009,0.0001002001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003044336,"about_ca_system_score_gemma":0.0002796086,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01443224,"about_ca_topic_score_gemma":0.03210472,"domain_scores_codex":[0.9997842,0.00005436353,0.00001411094,0.0000593361,0.00003972693,0.00004839455],"domain_scores_gemma":[0.9989516,0.000368745,0.0003402726,0.00006386859,0.0001331396,0.0001424176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005135251,0.00001981319,0.9940062,0.000007038874,0.00005417217,0.00006120647,0.0001496131,0.0002971524,0.002862941,0.0000291212,0.00001864436,0.002442865],"study_design_scores_gemma":[0.000001056924,0.00001443345,0.9988731,9.226327e-7,0.000007969046,0.00002849441,0.00007772118,0.0008442825,0.00009190507,0.00001730912,0.00004082846,0.000001925813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997798,0.00003083542,0.00007873214,0.000007430464,2.751492e-7,0.00000128233,0.00003683228,0.000001111412,0.00006373424],"genre_scores_gemma":[0.9997491,0.00002284733,0.00008750805,0.000003725565,0.000001182758,0.000003233714,0.00007826134,9.331143e-7,0.0000531808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9855677,"threshold_uncertainty_score":0.02869648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612310074610051,"score_gpt":0.205272362046379,"score_spread":0.1891492613002785,"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."}}