{"id":"W3198123051","doi":"10.1016/j.jenvman.2021.113588","title":"Recent progress in air treatment with combined photocatalytic/plasma processes: A review","year":2021,"lang":"en","type":"review","venue":"Journal of Environmental Management","topic":"Plasma Applications and Diagnostics","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada; King Khalid University","keywords":"Photocatalysis; Environmental science; Waste management; Environmental chemistry; Chemistry; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002142318,0.0004703799,0.002135024,0.0002583062,0.00003245105,0.0000141612,0.0002040799,0.00009830137,0.0001851047],"category_scores_gemma":[0.0000146975,0.0003021612,0.0003029584,0.0005096843,0.00008782763,0.00006660523,0.000101931,0.0002844579,0.00006538479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001253403,"about_ca_system_score_gemma":0.00027313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.911832e-7,"about_ca_topic_score_gemma":0.000002140971,"domain_scores_codex":[0.9975901,0.00006153258,0.001178992,0.000358668,0.0005445111,0.0002661687],"domain_scores_gemma":[0.9982387,0.00009088446,0.0009670231,0.0004731884,0.00003247228,0.0001977268],"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":[0.00006073981,0.003450931,0.00009215553,0.04652739,0.0008993905,0.002605966,0.00001624047,0.000001439419,8.58064e-8,0.00001465205,0.000872797,0.9454582],"study_design_scores_gemma":[0.001860825,0.001441253,0.00006867178,0.1246709,0.005432571,0.001054059,0.00006170459,0.000001712732,0.000005955462,0.000001610518,0.8651747,0.0002260091],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007663479,0.9950324,0.000008204473,0.0003410018,0.00005115017,0.003676293,0.00003383993,0.000007241617,0.0007732107],"genre_scores_gemma":[0.00004441522,0.9965401,0.00146743,0.0001942798,0.00004971265,0.0007048949,0.0002322896,0.00005701266,0.0007099155],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9452322,"threshold_uncertainty_score":0.9999431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02405360185113702,"score_gpt":0.3032670696210928,"score_spread":0.2792134677699558,"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."}}