{"id":"W4245980247","doi":"10.1080/14634980008657023","title":"A preliminary bioassessment of Lake Baikal sediment toxicity in the vicinity of a pulp and paper mill","year":2000,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Toxic Organic Pollutants Impact","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Siberian Branch, Russian Academy of Sciences","keywords":"Environmental chemistry; Sediment; Environmental science; Bioassay; Shore; Aquatic ecosystem; Hyalella azteca; Chemistry; Ecology; Geology; Oceanography; Biology; Amphipoda","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002334916,0.0001883788,0.0003846667,0.00006518668,0.00007637985,0.00001145379,0.0003383643,0.00004636768,0.001951279],"category_scores_gemma":[0.00001456326,0.0001360402,0.00004609655,0.0003623021,0.00007653927,0.0001267312,0.0001478748,0.0001121539,0.00006660195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002986169,"about_ca_system_score_gemma":0.00003122904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008949913,"about_ca_topic_score_gemma":0.008535746,"domain_scores_codex":[0.9973045,0.000461912,0.000849852,0.0003309805,0.000620759,0.0004320056],"domain_scores_gemma":[0.9988976,0.0001343781,0.0002910651,0.0005478854,0.000001245335,0.0001278757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002921816,0.002441391,0.0403664,0.002126492,0.0001915066,0.00005848159,0.01668054,0.0004652653,0.0006597908,0.0003610951,0.001926322,0.9344305],"study_design_scores_gemma":[0.001338615,0.001137335,0.9866379,0.0003977041,0.00005319116,0.00001981639,0.001972516,0.003361754,0.0002624726,0.0004962562,0.004101845,0.0002205604],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894112,0.000207876,0.00006908467,0.002830442,0.00005872241,0.00173578,0.0000659012,0.00001490028,0.005606112],"genre_scores_gemma":[0.9977464,0.0002664892,0.0006774722,0.001128473,0.00001053113,0.00003905396,0.000001743271,0.00001265278,0.000117161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9462715,"threshold_uncertainty_score":0.9989611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01151676252800205,"score_gpt":0.2573184996603624,"score_spread":0.2458017371323603,"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."}}