{"id":"W3164650817","doi":"10.20944/preprints202105.0599.v1","title":"Organic Dyes Versus Adsorption Processing","year":2021,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Dye analysis and toxicity","field":"Chemistry","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adsorption; Quarter (Canadian coin); Variety (cybernetics); Environmental chemistry; Environmental science; Chemistry; Waste management; Organic chemistry; Computer science; Engineering; Geography; Artificial intelligence; Archaeology","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":[0.0003517507,0.0004573629,0.0006261607,0.00009268219,0.0001286814,0.0001395174,0.000724554,0.0006216796,0.02411765],"category_scores_gemma":[0.0003956546,0.0005007755,0.0004338066,0.0002175013,0.000072975,0.0001594216,0.002287622,0.001270274,0.000955686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002994294,"about_ca_system_score_gemma":0.0003813221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001543872,"about_ca_topic_score_gemma":0.0001155197,"domain_scores_codex":[0.9970307,0.00005957443,0.0006036318,0.001366858,0.0005268934,0.0004123485],"domain_scores_gemma":[0.9974017,0.00005292497,0.000489072,0.001595795,0.000295006,0.0001655529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001361608,0.0004561765,0.2386836,0.001475711,0.0007854137,0.00005356453,0.001070025,0.0004790068,0.7521831,0.00003829182,0.00003666578,0.004602274],"study_design_scores_gemma":[0.0008774718,0.000006299839,0.03815802,0.0007135107,0.0006438504,0.000008471301,0.000699558,0.001612852,0.9537091,0.0003595492,0.002226837,0.0009845337],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.956724,0.0005084648,0.000172145,0.0001285506,0.0003554214,0.00008370278,0.00001256045,0.0002962845,0.0417188],"genre_scores_gemma":[0.9949211,0.0002889489,0.0001357046,0.00004149499,0.00051684,0.00005965253,0.0002962787,0.00007195481,0.003667988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2015259,"threshold_uncertainty_score":0.9998222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1131666771728246,"score_gpt":0.3412600806242456,"score_spread":0.228093403451421,"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."}}