{"id":"W7054866905","doi":"","title":"The Benthic Invertebrate Community of Lakes Previously Impaired by MiningI-related Acidification Near Wawa, Ontario","year":2009,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Advanced Frequency and Time Standards","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benthos; Benthic zone; Invertebrate; Ecosystem; Alkalinity; Sediment; Sampling (signal processing); Biomass (ecology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0000861033,0.0001638328,0.0001233148,0.000405452,0.00204975,0.0005718504,0.0002303193,0.0001510455,0.001064049],"category_scores_gemma":[0.0002756494,0.0001697286,0.0001093835,0.0007579511,0.0005542751,0.0001921333,0.0004642542,0.0001389269,0.0001727316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006002816,"about_ca_system_score_gemma":0.003316127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9063845,"about_ca_topic_score_gemma":0.9815918,"domain_scores_codex":[0.9998672,0.000005308691,0.000006436867,0.00003068009,0.00004311149,0.00004716007],"domain_scores_gemma":[0.9997876,0.000007701464,0.00004054431,0.000007035091,0.00009864241,0.00005840569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002149443,0.00003966806,0.9508436,0.00006933139,0.00003008069,0.0003588827,0.008687124,0.0001046249,0.0291805,0.00008078951,0.0005207423,0.009869855],"study_design_scores_gemma":[0.000001286139,0.00001797173,0.9980009,0.000003755035,0.000003619926,0.0000212343,0.00118995,0.00003149484,0.0002065105,0.000003475782,0.0005179898,0.00000173579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998544,0.0000338689,0.00002190228,0.00001808049,8.33013e-7,0.00001188399,0.0002784286,0.000001312521,0.001089739],"genre_scores_gemma":[0.9963999,0.0001274331,0.0001539603,0.00002593054,0.000001508393,0.00001745336,0.0004620656,0.000001668634,0.002810153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09361547,"threshold_uncertainty_score":0.1883335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160131843157065,"score_gpt":0.2882765020440293,"score_spread":0.2766751836124586,"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."}}