{"id":"W4394610056","doi":"10.1039/d4em90011a","title":"2023 Outstanding Papers published in the <i>Environmental Science</i> journals of the Royal Society of Chemistry","year":2024,"lang":"en","type":"editorial","venue":"Environmental Science Processes & Impacts","topic":"Advanced Nanomaterials in Catalysis","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Library science; Engineering ethics; Chemistry; Engineering physics; Engineering; Computer science","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","sts","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006536001,0.0005978244,0.0007359886,0.0001696613,0.00073659,0.0008449884,0.005592099,0.0003488125,0.001528875],"category_scores_gemma":[0.001991083,0.0003536162,0.0002976208,0.002425724,0.01005005,0.001726193,0.001967086,0.0008153713,0.00003263314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001722641,"about_ca_system_score_gemma":0.002061957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005216401,"about_ca_topic_score_gemma":0.000006561561,"domain_scores_codex":[0.9901192,0.00008918528,0.001190543,0.001344418,0.006060201,0.001196405],"domain_scores_gemma":[0.9966524,0.0005009966,0.001370588,0.00119001,0.00004643758,0.0002396309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002476792,0.0001627693,0.0005418616,0.0004361132,0.00001247513,0.000003695786,0.001883309,0.0003878498,0.9803483,5.674785e-7,0.01611603,0.00008229419],"study_design_scores_gemma":[0.0003272936,0.00006812578,0.001088228,0.0006478331,0.0001058002,0.0000126056,0.003075162,0.00003972941,0.9849827,0.00015548,0.009047643,0.0004494415],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8741277,0.002771566,0.000007124725,0.0002185349,0.1194668,0.0006719449,0.001644043,0.00003051359,0.00106172],"genre_scores_gemma":[0.9781114,0.0007583261,0.0002018086,0.00005456572,0.02046574,0.00004471114,0.00003571301,0.00004860124,0.0002791405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1039837,"threshold_uncertainty_score":0.9998916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00665071812724653,"score_gpt":0.2556901983203963,"score_spread":0.2490394801931498,"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."}}