{"id":"W4321614315","doi":"10.1080/01496395.2023.2179493","title":"Synthesis and characterization of positive volume phase transition hydrogel membrane prepared using a cellulose substrate","year":2023,"lang":"en","type":"article","venue":"Separation Science and Technology","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Self-healing hydrogels; Membrane; Copolymer; Methacrylate; Monomer; Polymer chemistry; Acrylic acid; Chemical engineering; Chemistry; Acrylamide; Polymer; Glass transition; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002478404,0.0002849868,0.0001899185,0.0002604195,0.0001817275,0.0002528401,0.0001552834,0.0003379822,0.0008492699],"category_scores_gemma":[0.0003477446,0.0001165218,0.0002114164,0.0002405261,0.0001297952,0.0002783861,0.000101242,0.0003701992,0.0004303041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002336791,"about_ca_system_score_gemma":0.0002551441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004760959,"about_ca_topic_score_gemma":0.0005556626,"domain_scores_codex":[0.999897,0.000009845728,0.0000127719,0.00002522923,0.00003867764,0.00001654359],"domain_scores_gemma":[0.9997194,0.00007016932,0.00008777291,0.00002479357,0.00005278309,0.00004508198],"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":[0.000006148075,0.000005693909,0.00003579807,0.00001593744,6.840536e-7,0.00002889725,0.000005979076,0.00003465297,0.9991165,0.00002181008,0.000004645824,0.0007231931],"study_design_scores_gemma":[0.000001686043,0.00005108248,0.0008758873,0.00000456608,0.000002618266,0.00008320901,0.000009467882,0.0001851369,0.9979086,0.00001349084,0.0008616433,0.000002598565],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470944,0.001841368,0.04527264,0.0001281074,0.00007140545,0.000235129,0.0009826807,0.0002304554,0.004143839],"genre_scores_gemma":[0.9329445,0.001902158,0.05917298,0.00008217469,0.00002223651,0.0002185998,0.0008272317,0.00009841919,0.004731719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008492699,"threshold_uncertainty_score":0.002841115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01729474900927862,"score_gpt":0.2799894576884135,"score_spread":0.2626947086791349,"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."}}