{"id":"W4401793377","doi":"10.1038/s44172-024-00267-4","title":"Hybrid graphenic and iron oxide photocatalysts for the decomposition of synthetic chemicals","year":2024,"lang":"en","type":"article","venue":"Communications Engineering","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Perfluorooctanoic acid; Degradation (telecommunications); Decomposition; Photocatalysis; Environmental chemistry; Oxide; Iron oxide; Catalysis; Carbon fibers; Environmental science; Chemistry; Materials science; Composite number; Computer science; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001651496,0.00005670831,0.00006058601,0.00002876901,0.00008458413,0.00002408174,0.0003978799,0.00001611653,0.00003705113],"category_scores_gemma":[0.00002374776,0.00004485886,0.00003914112,0.000124976,0.0001309357,0.00007604982,0.0001780969,0.00009186073,0.00001072992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003707999,"about_ca_system_score_gemma":0.000003681655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003815548,"about_ca_topic_score_gemma":0.000009287312,"domain_scores_codex":[0.9995972,0.00001123674,0.0001112515,0.00009508031,0.00007732106,0.0001079078],"domain_scores_gemma":[0.99896,0.0004545679,0.00001227146,0.0005376018,0.000004274661,0.00003135368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007726343,0.00003648278,0.0004168761,0.00015056,0.00003854396,4.816389e-7,0.00045164,0.004683761,0.9223909,0.001814391,0.0005529119,0.06945569],"study_design_scores_gemma":[0.0001475526,0.00002600722,0.004833688,0.0001682303,0.00005722361,0.00002635027,0.00005635507,0.7421262,0.2076271,0.0006661905,0.04406971,0.0001953687],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9265791,0.0520428,0.0193707,0.00064037,0.00004488649,0.000474283,0.00002886796,0.0000725904,0.0007464114],"genre_scores_gemma":[0.9950322,0.001840002,0.0029197,0.000006475154,0.000005246681,0.0001385935,0.00001284541,0.000009576912,0.00003538242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7374424,"threshold_uncertainty_score":0.1829291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526552147057393,"score_gpt":0.2885772890570446,"score_spread":0.2733117675864707,"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."}}