{"id":"W4393091057","doi":"10.5539/ep.v13n1p52","title":"Reviewer acknowledgements for Environment and Pollution, Vol. 13, No. 1","year":2024,"lang":"en","type":"article","venue":"Environment and Pollution","topic":"Environmental Policies and Emissions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pollution; Biochemical engineering; Environmental science; Mathematics; Engineering; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003262244,0.0003169148,0.0002181321,0.00004966924,0.000400175,0.00006757981,0.0001152966,0.0001311779,0.007747029],"category_scores_gemma":[0.0001443517,0.000277081,0.0001014306,0.00006601791,0.0005665037,0.0003136102,0.0003496305,0.0001415156,0.004225939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003308617,"about_ca_system_score_gemma":0.000004276434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005753493,"about_ca_topic_score_gemma":0.000008023767,"domain_scores_codex":[0.998217,0.00004902423,0.0003286299,0.0006526326,0.0002977513,0.0004549971],"domain_scores_gemma":[0.9993659,0.00002251583,0.00006112582,0.0002815544,0.000008376392,0.0002605901],"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":[0.00004631811,0.0002496352,0.01146592,0.0002155694,0.00009545014,0.000003325692,0.00064451,0.0008052586,0.01645241,0.0002826314,0.8528607,0.1168782],"study_design_scores_gemma":[0.0003689181,0.00016692,0.042487,0.00006801818,0.00009070904,0.000002469824,0.00005903479,0.001983732,0.0004111144,0.0006019323,0.9534212,0.0003389125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7951267,0.0953924,0.0296526,0.01796981,0.0212927,0.01003573,0.001318664,0.0007691786,0.0284422],"genre_scores_gemma":[0.814343,0.05356627,0.004084134,0.002494131,0.003068257,0.0005321377,0.0002189011,0.0001601949,0.121533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1165393,"threshold_uncertainty_score":0.9999681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01020588025696971,"score_gpt":0.2298571928275601,"score_spread":0.2196513125705904,"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."}}