{"id":"W7132878269","doi":"","title":"Pulp and paper mill effluents: characterization and effects on mosquitofish using continuous flow bioassay system","year":2002,"lang":"","type":"dissertation","venue":"TSpace","topic":"Environmental Chemistry and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Effluent; Bioassay; Chemical oxygen demand; Kraft process; Pulp (tooth); Paper mill; Continuous flow; Biochemical oxygen demand","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002353683,0.0007699315,0.0007592696,0.00008198785,0.000564217,0.0002179347,0.0002005349,0.0005613743,0.0008322345],"category_scores_gemma":[0.00003896988,0.0007885275,0.0001437385,0.000275988,0.0002376922,0.0003690605,0.0001325594,0.0003811444,0.0001447564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004522027,"about_ca_system_score_gemma":0.000005692998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002225065,"about_ca_topic_score_gemma":0.00001466075,"domain_scores_codex":[0.9968755,0.0002031877,0.0004944645,0.001260235,0.0006201135,0.0005465074],"domain_scores_gemma":[0.9985803,0.0001126104,0.000505871,0.0004470613,0.00001064875,0.0003434824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000737166,0.000128396,0.009489086,0.001272049,0.0001324147,0.00004619812,0.002240601,0.0002080533,0.9678766,0.000002339656,0.00001898274,0.01851159],"study_design_scores_gemma":[0.003093803,0.0006293783,0.17978,0.005661735,0.002580989,0.0001358485,0.01134227,0.06550516,0.725207,0.000005572958,0.002749573,0.003308693],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968002,0.000611857,0.0001469115,0.00007939163,0.0002725849,0.0005874771,0.0000553526,0.00004433872,0.001401904],"genre_scores_gemma":[0.9893606,0.00117447,0.0002139472,0.0002014063,0.0001757662,0.00003361518,0.0005720145,0.00007934079,0.008188793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2426696,"threshold_uncertainty_score":0.9994566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006106223305461512,"score_gpt":0.2287032215702797,"score_spread":0.2225969982648182,"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."}}