{"id":"W4206291084","doi":"10.2139/ssrn.3982093","title":"The Effect of Structure on Swelling Properties and Heavy Metal Adsorption of Acrylic Acid/Acrylamide Hydrogels","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; McGill University","funders":"","keywords":"Acrylamide; Swelling; Self-healing hydrogels; Adsorption; Acrylic acid; Chemical engineering; Metal; Polymer chemistry; Materials science; Composite material; Chemistry; Polymer; Organic chemistry; Metallurgy; Copolymer","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":[0.0002378026,0.0002777597,0.0001383339,0.0001284873,0.0001309636,0.0002640344,0.0002003127,0.0002029382,0.001146864],"category_scores_gemma":[0.0004488871,0.0001835982,0.0001568432,0.0001495334,0.0002550504,0.0003499772,0.0001372385,0.0003757868,0.0001702897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001942237,"about_ca_system_score_gemma":0.0001526666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007439662,"about_ca_topic_score_gemma":0.001294274,"domain_scores_codex":[0.9998435,0.00002484804,0.0000144413,0.00003179761,0.00003786431,0.0000475616],"domain_scores_gemma":[0.9995462,0.0001990735,0.0001175847,0.00002362345,0.00004688479,0.00006661118],"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":[0.0001946198,0.00001816971,0.0001020854,0.00002846608,0.000004223026,0.00001855994,0.00002836094,0.00009775642,0.9990065,0.00002098489,0.00001026226,0.0004701659],"study_design_scores_gemma":[0.000004399032,0.0001036297,0.001020307,0.000001833513,0.000006343976,0.00001088103,0.000008606308,0.0003738371,0.9983737,0.000005385962,0.00008785947,0.000003281189],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988756,0.0002633473,0.0002231505,0.00001364693,0.000006154828,0.000005024488,0.00005097904,0.000009918059,0.0005521769],"genre_scores_gemma":[0.9991472,0.0001351174,0.00024298,0.00001343837,0.000003613496,0.00000489944,0.00004224696,0.000006746034,0.0004037558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001146864,"threshold_uncertainty_score":0.003836632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008303742584773077,"score_gpt":0.2203584786642769,"score_spread":0.2120547360795038,"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."}}