{"id":"W2045733173","doi":"10.1002/iroh.200310665","title":"The Physical and Chemical Limnology of 24 Ponds and One Lake from Isachsen, Ellef Ringnes Island, Canadian High Arctic","year":2003,"lang":"en","type":"article","venue":"International Review of Hydrobiology","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; National Water Research Institute","keywords":"Limnology; Arctic; Nutrient; Environmental science; Limiting; Nitrogen; Ecology; Trophic state index; Oceanography; Environmental chemistry; Hydrology (agriculture); Phytoplankton; Chemistry; Biology; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003751506,0.0003325776,0.0004399577,0.001497714,0.002979062,0.0008668755,0.0004903792,0.0001769942,0.001427826],"category_scores_gemma":[0.0005114663,0.0002582055,0.0002514573,0.002622866,0.0010314,0.0002173122,0.0008845629,0.0001774828,0.0002480657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006644096,"about_ca_system_score_gemma":0.009104306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9467711,"about_ca_topic_score_gemma":0.9893607,"domain_scores_codex":[0.9995888,0.00001546374,0.00001957177,0.00008248167,0.000162311,0.000131451],"domain_scores_gemma":[0.9995598,0.00003140416,0.00007822138,0.00002257246,0.0002064236,0.0001016862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001659948,0.00006972189,0.9561207,0.0001650888,0.00007204427,0.0005251006,0.005013535,0.0005808091,0.007052778,0.0001391768,0.001020513,0.02907442],"study_design_scores_gemma":[0.000004094716,0.00002349874,0.9956399,0.00001049036,0.00001302388,0.00005061334,0.001628453,0.0001322828,0.0005245275,0.00001027906,0.001957356,0.000005449569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953968,0.0002242203,0.0001335752,0.00002011588,0.000002622638,0.00005120565,0.002253893,0.00001218016,0.001905502],"genre_scores_gemma":[0.9901006,0.0003921039,0.001364154,0.00004221641,0.000003902152,0.00006422915,0.004081649,0.00000814594,0.003943128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05322886,"threshold_uncertainty_score":0.1070846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0175833486678095,"score_gpt":0.2372035315367167,"score_spread":0.2196201828689072,"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."}}