{"id":"W4234960704","doi":"10.32920/14641827","title":"Study of adsorption mechanism of Congo Red on graphene oxide/PAMAM nanocomposite","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Dye analysis and toxicity","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Adsorption; Chemistry; Congo red; Molecule; Diffusion; Oxide; Ethylenediamine; Amine gas treating; Inorganic chemistry; Nanocomposite; Graphene; Ionic strength; Hydrogen bond; Langmuir; Polymer chemistry; Chemical engineering; Organic chemistry; Aqueous solution; Thermodynamics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001973022,0.000306911,0.0009318314,0.0001519182,0.00002671425,0.00003162806,0.0003738554,0.0003343278,0.001476385],"category_scores_gemma":[0.0000253805,0.0002839918,0.000497361,0.0001698526,0.00002739878,0.00003136049,0.0005182492,0.0003840112,0.000003154387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000404316,"about_ca_system_score_gemma":0.00004140082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001379519,"about_ca_topic_score_gemma":0.0003284228,"domain_scores_codex":[0.9977921,0.00007405483,0.0008095319,0.0006217925,0.0005420988,0.0001603974],"domain_scores_gemma":[0.9977327,0.00005404524,0.0006842858,0.001168013,0.0002941189,0.00006681248],"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":[0.00006156575,0.002365874,0.001079665,0.0003420452,0.00122381,0.00001680232,0.0003415015,0.0005860393,0.9920355,0.00176221,0.00004589567,0.0001390937],"study_design_scores_gemma":[0.0007187263,0.0001238223,0.001037695,0.0002633353,0.0004669306,0.000001675475,0.001421419,0.0004195872,0.9943656,0.0009126359,0.000008018834,0.0002604977],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802707,0.00003681669,0.0002824656,0.00001836289,0.00006989367,0.0001796239,0.00003101242,0.00004731157,0.0190638],"genre_scores_gemma":[0.9982435,0.00006114416,0.0003507269,0.00002110282,0.00003510532,0.00003175826,0.0001488604,0.00002605939,0.001081705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0179821,"threshold_uncertainty_score":0.9999612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02198316378222214,"score_gpt":0.258996071848188,"score_spread":0.2370129080659659,"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."}}