{"id":"W3206941507","doi":"10.54162/sd01-25201/06","title":"Photocatalysis for Water Treatment: A Sustainable Sanitation Access in Daily Life","year":2021,"lang":"en","type":"article","venue":"Science Dialectica","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Sanitation; Pollutant; Human life; Environmental science; Water quality; Pollution; Agriculture; Industrialisation; Water pollution; Environmental protection; Human health; Environmental planning; Business; Environmental engineering; Waste management; Environmental chemistry; Ecology; Engineering; Chemistry; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003755836,0.0003193184,0.0002974708,0.000432936,0.0006554942,0.001650486,0.0004982387,0.00181579,0.006511234],"category_scores_gemma":[0.0002520646,0.0001607785,0.0002931084,0.0004576689,0.0008392076,0.001975992,0.001137178,0.001240383,0.002512738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000964817,"about_ca_system_score_gemma":0.001216496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007461473,"about_ca_topic_score_gemma":0.001399017,"domain_scores_codex":[0.9996622,0.00005601983,0.00001276115,0.00006762845,0.0001519501,0.00004954877],"domain_scores_gemma":[0.9999063,0.0000140474,0.00001234236,0.00001055569,0.00003695774,0.00001973651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001571068,0.000298581,0.001260563,0.002140889,0.00005372852,0.0004568396,0.00037165,0.001096004,0.3223993,0.1422472,0.04571901,0.4837992],"study_design_scores_gemma":[0.00003235371,0.0003853689,0.001541033,0.0003674636,0.00004949389,0.001002323,0.0005663687,0.003611073,0.1309157,0.06453743,0.7969401,0.00005129537],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1120941,0.3618761,0.1392147,0.09645059,0.006929586,0.000273468,0.0005664053,0.001888193,0.2807068],"genre_scores_gemma":[0.5914512,0.1456194,0.0550625,0.00968942,0.00160627,0.0001825173,0.0003366102,0.0002610311,0.195791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006511234,"threshold_uncertainty_score":0.02178228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01811908182002247,"score_gpt":0.2837437941132527,"score_spread":0.2656247122932303,"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."}}