{"id":"W1966578918","doi":"10.1163/156856208783721047","title":"Biocompatible poly(N-vinyllactam)-based materials with environmentally-responsive permeability","year":2008,"lang":"en","type":"article","venue":"Journal of Biomaterials Science Polymer Edition","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Membrane; Chemical engineering; Self-healing hydrogels; Polymer; Materials science; Polymerization; Ionic strength; Radical polymerization; Photopolymer; Swelling; Interfacial polymerization; Biocompatible material; Polymer chemistry; Aqueous solution; Chemistry; Composite material; Organic chemistry; Monomer; Biomedical engineering","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":[0.0001774831,0.0004082799,0.0001565159,0.0001933809,0.00009251557,0.0003407159,0.0002302333,0.0004321155,0.0006296479],"category_scores_gemma":[0.0002630913,0.0002024515,0.0002342501,0.000105986,0.0001926069,0.0004578033,0.0001807759,0.0004096452,0.0004693367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002941478,"about_ca_system_score_gemma":0.0001303972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000118428,"about_ca_topic_score_gemma":0.0002131551,"domain_scores_codex":[0.9998692,0.0000230082,0.00001173444,0.00002775758,0.00004117126,0.00002718417],"domain_scores_gemma":[0.9998261,0.00003799731,0.00006892114,0.00001630861,0.00002508776,0.00002570735],"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":[0.00001266303,0.000006378687,0.00002726003,0.00003007338,0.000001962314,0.00001803155,0.000003159074,0.00008214283,0.9987592,0.00007010486,0.000009412895,0.0009797295],"study_design_scores_gemma":[0.000004146709,0.00006117435,0.0004062206,0.000002925744,0.000005539445,0.0001146747,0.0000033586,0.0005014084,0.9974157,0.00002582857,0.001455241,0.000003659129],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590649,0.006140807,0.02952801,0.0001849811,0.0001049414,0.00009565938,0.0002188005,0.0003711682,0.004290667],"genre_scores_gemma":[0.9787055,0.001267208,0.01647194,0.00009002989,0.00002293164,0.00005935819,0.0001801358,0.00003821027,0.003164659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006296479,"threshold_uncertainty_score":0.002134204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01362554222202782,"score_gpt":0.238897040570276,"score_spread":0.2252714983482482,"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."}}