{"id":"W3105540090","doi":"10.1002/etc.4925","title":"Recent Developments in Species Sensitivity Distribution Modeling","year":2020,"lang":"en","type":"review","venue":"Environmental Toxicology and Chemistry","topic":"Pesticide Residue Analysis and Safety","field":"Agricultural and Biological Sciences","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Ministry of Environment","funders":"","keywords":"Harmonization; Computer science; Risk analysis (engineering); Management science; Data science; Sensitivity (control systems); Biochemical engineering; Operations research; Business; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001239077,0.0002283659,0.0006417969,0.000003170199,0.00009469171,0.00001435977,0.00008193696,0.0003228512,0.0003746706],"category_scores_gemma":[0.00002336603,0.0001052262,0.0001083908,0.00009602925,0.00006785573,0.00002784478,0.0001565411,0.0002932509,0.00001936201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001842737,"about_ca_system_score_gemma":0.00001345969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000386646,"about_ca_topic_score_gemma":0.00001915867,"domain_scores_codex":[0.9989098,0.00008945449,0.0003042897,0.0003917901,0.0000956763,0.000209041],"domain_scores_gemma":[0.9996792,0.00009310392,0.00009855396,0.00003609675,0.000001669194,0.00009135606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004325779,0.000062974,0.0002708693,0.0001484785,0.0000313628,0.00006085292,0.00000532044,0.000004289773,0.002671666,0.000001531561,0.00001816206,0.9967202],"study_design_scores_gemma":[0.00005145156,0.00001393355,0.002028033,0.0002528552,0.00009005121,0.00004636819,0.00004291203,0.0001489015,0.0001281573,0.00001086739,0.9969299,0.0002565385],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03204063,0.9671882,0.000002685542,0.00009790103,0.00001801785,0.0001140886,0.0002408914,0.00001193774,0.0002856251],"genre_scores_gemma":[0.03160065,0.9664385,0.000006434126,0.00003145028,0.00008733077,0.00001432708,0.00173488,0.000001144653,0.00008531268],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9969118,"threshold_uncertainty_score":0.4290999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03122528892883227,"score_gpt":0.2345114984793488,"score_spread":0.2032862095505165,"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."}}