{"id":"W4280634112","doi":"10.1017/9781108819732","title":"Ecotoxicology","year":2022,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Institut National de la Recherche Scientifique","funders":"","keywords":"Ecotoxicology; Underpinning; Environmental planning; Environmental remediation; Engineering ethics; Environmental science; Engineering; Ecology; Biology; Contamination","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003767449,0.0001969312,0.0001926057,0.00001838805,0.0001191377,0.000007927019,0.0005129743,0.0002106615,0.0008207568],"category_scores_gemma":[0.000005456072,0.0002628035,0.0001177445,0.00001022845,0.0001665349,0.00003180862,0.001060536,0.0005244255,0.00004577504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009836244,"about_ca_system_score_gemma":0.0000328379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002752586,"about_ca_topic_score_gemma":3.953754e-7,"domain_scores_codex":[0.999114,0.00001463633,0.00008747433,0.0003707414,0.0001820189,0.0002311578],"domain_scores_gemma":[0.9994445,0.00003827805,0.00006754299,0.0003176067,0.000003220654,0.0001288205],"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":[0.00003080386,0.00001931266,0.00000394837,0.00005985302,0.00004499459,0.0003802307,0.00002029058,0.0002954698,0.006857599,0.0169982,0.9748385,0.0004508281],"study_design_scores_gemma":[0.0001833678,0.00001451398,0.000004392687,0.000007741986,0.00004543033,0.00001696299,0.000006921387,0.00008287973,0.004687849,0.000001893225,0.9946757,0.0002723401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007748575,0.00001685258,0.00003303102,0.000005574984,0.0001121091,0.000114078,0.00009150272,0.0001032507,0.9987487],"genre_scores_gemma":[0.0005183283,0.00001176198,0.0000355191,0.00005272008,0.00006026476,0.000001395728,0.00007638638,0.00002300474,0.9992206],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01983723,"threshold_uncertainty_score":0.9999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007565924756608747,"score_gpt":0.1606226183902141,"score_spread":0.1530566936336053,"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."}}