{"id":"W4280541176","doi":"10.1017/9781108819732.001","title":"Preface","year":2022,"lang":"en","type":"other","venue":"Ecotoxicology","topic":"Toxic Organic Pollutants Impact","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Institut National de la Recherche Scientifique","funders":"","keywords":"Underpinning; Environmental planning; Engineering ethics; Environmental science; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001197373,0.0002200742,0.0002580112,0.00007273369,0.00005864781,0.000007334761,0.0005318039,0.0002754993,0.9295725],"category_scores_gemma":[0.0000528241,0.00022055,0.00005618121,0.0001667936,0.0001692317,0.00002434453,0.0006115932,0.0003325128,0.0207256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004997186,"about_ca_system_score_gemma":0.00002826295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007111079,"about_ca_topic_score_gemma":0.0009776637,"domain_scores_codex":[0.9986775,0.000110846,0.0001383189,0.0004358631,0.0002137831,0.0004236929],"domain_scores_gemma":[0.9991808,0.00002925487,0.0001501451,0.0005187448,8.836312e-8,0.0001209673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002761078,0.00005133394,0.000594322,0.000001580721,0.00002095769,0.00003292571,0.00003603987,0.000002189307,0.001009979,0.00001033965,0.9880217,0.01021585],"study_design_scores_gemma":[0.0001746361,0.0001097437,0.004458236,0.000001673497,0.00001272968,0.00003973203,0.000009891423,0.000004302859,0.0001247985,0.00008240872,0.9947504,0.0002314765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003757214,0.0001269172,0.000007643252,0.0002779081,0.000838986,0.0003493403,0.0001956699,0.0003226842,0.9975051],"genre_scores_gemma":[0.009643477,0.00003323581,0.0003378572,0.001017167,0.0001519345,0.0000318802,0.000004991102,0.0004666266,0.9883128],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9088469,"threshold_uncertainty_score":0.9800369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007280278000330142,"score_gpt":0.2292100130292348,"score_spread":0.2219297350289047,"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."}}