{"id":"W2140171846","doi":"10.2166/wqrjc.2011.004","title":"Fish and ecosystem health as determined by parasite communities of lake whitefish (Coregonus clupeaformis) from Saskatchewan boreal lakes","year":2011,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Parasite Biology and Host Interactions","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Coregonus clupeaformis; Coregonus; Ecology; Parasite hosting; Benthic zone; Biology; Lake ecosystem; Ecosystem; Aquatic ecosystem; Fauna; Fishery; Fish <Actinopterygii>","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003408111,0.000149791,0.0003263092,0.00008154521,0.0006990443,0.00008019319,0.0004512406,0.0001184397,0.002692962],"category_scores_gemma":[0.00005195354,0.0001062526,0.00009199362,0.0000817345,0.0005854152,0.0004289677,0.0002696815,0.0007856247,0.0001331936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122286,"about_ca_system_score_gemma":0.00005177164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.025862,"about_ca_topic_score_gemma":0.2441578,"domain_scores_codex":[0.9963166,0.001848246,0.0005893894,0.0001971152,0.0004523132,0.0005963719],"domain_scores_gemma":[0.9988092,0.0002786578,0.0001743427,0.0003254512,0.00006138544,0.0003509412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004743679,0.0002639291,0.9370625,0.00002937828,0.0001038651,0.00001976449,0.04119233,0.000001158119,0.006181624,0.00001302269,0.008326454,0.00633162],"study_design_scores_gemma":[0.0009967131,0.0009883775,0.9217182,0.0001281544,0.0000164635,0.0003462154,0.01693762,0.00004245291,0.01591775,0.002582093,0.04001107,0.0003148437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931269,0.00004176089,0.00003409202,0.0009374633,0.00009196541,0.0001555019,0.0004828017,0.00001584572,0.005113694],"genre_scores_gemma":[0.9977065,0.0001718446,0.0002065928,0.0003490888,0.00005306011,0.00001075435,0.0001307174,0.00001131276,0.001360082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2182958,"threshold_uncertainty_score":0.9982187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1139450717982376,"score_gpt":0.4056250737005436,"score_spread":0.2916800019023061,"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."}}