{"id":"W3198022550","doi":"10.3390/molecules26185440","title":"Organic Dyes versus Adsorption Processing","year":2021,"lang":"en","type":"review","venue":"Molecules","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adsorption; Quarter (Canadian coin); Variety (cybernetics); Environmental chemistry; Chemistry; Environmental science; Organic chemistry; Computer science; Geography; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001145783,0.0003866943,0.0007046713,0.00006742466,0.000110643,0.0001067277,0.0003020216,0.0003007417,0.008657604],"category_scores_gemma":[0.00004891428,0.0003164083,0.0003774775,0.0005793805,0.0001355661,0.0001229498,0.0002615507,0.0002848993,0.003949214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003007837,"about_ca_system_score_gemma":0.00007867225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007979119,"about_ca_topic_score_gemma":0.0000262392,"domain_scores_codex":[0.9981805,0.0001304378,0.0004060573,0.0005659901,0.0004013556,0.0003156684],"domain_scores_gemma":[0.9992698,0.00002674372,0.0002658496,0.0003039063,0.00001080315,0.0001228318],"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":[0.00000344813,0.00003856216,8.955355e-7,0.00051369,0.00002372932,0.00002267901,0.00001740692,0.000001533382,0.0002336186,0.000060938,0.001181271,0.9979022],"study_design_scores_gemma":[0.000156362,0.00002949626,0.000003988216,0.001318872,0.0002287055,0.00007650788,0.00001993477,0.00003440963,0.00003437618,0.00001244667,0.9976956,0.000389295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000495643,0.9925047,0.0004480522,0.00003108345,0.0003414709,0.0002488174,0.00002087853,0.0001295429,0.006225911],"genre_scores_gemma":[0.0001262292,0.9958769,0.0006304671,0.00005650037,0.0001188075,0.00002031745,0.0001707514,0.00005879751,0.002941199],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9975129,"threshold_uncertainty_score":0.9999288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04120291410312555,"score_gpt":0.306139403988377,"score_spread":0.2649364898852514,"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."}}