{"id":"W4210339049","doi":"10.3389/fenvs.2022.836640","title":"RNA Sequencing of Lake Charr Epidermal Mucus to Assess Molecular Effects of Diluted Bitumen Exposure in a Boreal Lake","year":2022,"lang":"en","type":"article","venue":"Frontiers in Environmental Science","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; International Institute for Sustainable Development","funders":"Fisheries and Oceans Canada; Environment and Climate Change Canada; Queen's University; Institut national de la recherche scientifique; McGill University; Canadian Association of Petroleum Producers; University of Ottawa; Ontario Ministry of Natural Resources and Forestry; Natural Resources Canada; Ministry of Natural Resources","keywords":"Mucus; Ecotoxicology; Environmental chemistry; Environmental science; Biology; Ecology; Chemistry","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":[0.0001541194,0.0003375241,0.0002957814,0.000412305,0.0004755816,0.0002884587,0.0001505977,0.0002818502,0.0005577514],"category_scores_gemma":[0.0002557456,0.0001295727,0.0003211961,0.0004322207,0.0002247911,0.0001132514,0.0002465135,0.0003544233,0.0002140193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003233983,"about_ca_system_score_gemma":0.000432649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004658664,"about_ca_topic_score_gemma":0.0150442,"domain_scores_codex":[0.9997885,0.00001281044,0.000009092793,0.00007571748,0.00008379459,0.00003013043],"domain_scores_gemma":[0.9998026,0.00002854801,0.00006237088,0.00001214898,0.00007039596,0.00002385293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006951651,0.00001047714,0.003237817,0.0000362445,0.00000667993,0.00006687167,0.0001365579,0.00006459291,0.995146,0.00001888517,0.00003375271,0.001172626],"study_design_scores_gemma":[0.00003684576,0.001233061,0.5995398,0.00006213073,0.0001381045,0.0007786689,0.001688508,0.003087845,0.3826679,0.0001679402,0.01055911,0.00004016346],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992038,0.000456256,0.002451341,0.00007294473,0.00002060076,0.00007607176,0.003788651,0.00005920351,0.001036934],"genre_scores_gemma":[0.9676781,0.0007153985,0.01477094,0.0003943209,0.00002230476,0.0002816787,0.01091277,0.00008045946,0.005144084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004658664,"threshold_uncertainty_score":0.009263098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006688930427755744,"score_gpt":0.2107127646702903,"score_spread":0.2040238342425345,"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."}}