{"id":"W2553533633","doi":"10.1002/ieam.1870","title":"Assessing the reliability of ecotoxicological studies: An overview of current needs and approaches","year":2016,"lang":"en","type":"review","venue":"Integrated Environmental Assessment and Management","topic":"Agricultural safety and regulations","field":"Agricultural and Biological Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Intrinsik (Canada)","funders":"Society of Environmental Toxicology and Chemistry","keywords":"Reliability (semiconductor); Categorical variable; Risk analysis (engineering); Weighting; Management science; Computer science; Reliability engineering; Risk assessment; Engineering; Medicine","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":[0.0004494598,0.0003378739,0.0008197998,0.00002347768,0.0001907143,0.00003999732,0.0002471934,0.0001344586,0.00007808031],"category_scores_gemma":[0.000004563119,0.00008039624,0.0001955559,0.0002113603,0.000495152,0.0002032366,0.0004049316,0.000181949,0.000001304796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001198206,"about_ca_system_score_gemma":0.000006131714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000678367,"about_ca_topic_score_gemma":0.000009696032,"domain_scores_codex":[0.9982333,0.0003533983,0.0006105225,0.0003786556,0.0002395841,0.0001845333],"domain_scores_gemma":[0.9990796,0.0002843215,0.0004439184,0.0001151058,0.00001106116,0.00006600611],"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":[0.000002209508,0.0002359856,0.0002022074,0.001555492,0.0001462352,5.10078e-7,0.0000333255,8.708869e-7,0.0000382031,0.001671678,0.00003610784,0.9960772],"study_design_scores_gemma":[0.000169992,0.0004033351,0.05771142,0.00604885,0.0009340697,0.000007699781,0.005785712,0.00002423197,0.00000734789,0.0006305008,0.9278391,0.0004377221],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0270184,0.9712741,0.000009037416,0.0001771955,0.00008923098,0.001138062,0.00009992468,0.0000159686,0.0001780362],"genre_scores_gemma":[0.03048589,0.9689602,0.0001268277,0.000008667806,0.00004295916,0.0001237156,0.000181781,0.000001837666,0.00006817871],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9956394,"threshold_uncertainty_score":0.3278463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2646467578687142,"score_gpt":0.3892136771972068,"score_spread":0.1245669193284927,"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."}}