{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008047846,0.001378564,0.001491299,0.002762642,0.0004353935,0.001804788,0.0009836373,0.001993484,0.004554842],"category_scores_gemma":[0.0006683669,0.0004157719,0.0008264021,0.003393036,0.0009547931,0.00296569,0.0009798645,0.002325573,0.003486798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009559377,"about_ca_system_score_gemma":0.001158383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001394674,"about_ca_topic_score_gemma":0.001660996,"domain_scores_codex":[0.9993446,0.00008752197,0.00006753028,0.0001748326,0.0002538802,0.00007157485],"domain_scores_gemma":[0.9996477,0.0001638575,0.00005568824,0.00001793529,0.00009585265,0.00001896488],"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":[0.0001511024,0.0001587944,0.0002834349,0.05650085,0.0001625027,0.0003444797,0.0002220867,0.0007351161,0.0222631,0.0297153,0.02103867,0.8684246],"study_design_scores_gemma":[0.00001179721,0.0001673857,0.0005059903,0.002979002,0.0000934069,0.001093167,0.00009081687,0.0001211711,0.006526001,0.003809849,0.9845697,0.00003173036],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003279594,0.9956403,0.000378006,0.0003001413,0.0004333829,0.000008213169,0.0000213384,0.0000101396,0.002880561],"genre_scores_gemma":[0.002097001,0.9943698,0.0004113333,0.0004749259,0.0003642282,0.00001315434,0.00003570627,0.000005826293,0.002227966],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004554842,"threshold_uncertainty_score":0.01523745,"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."}}