{"id":"W2167491265","doi":"10.1007/s10965-015-0861-9","title":"Radiation crosslinking polymerization of poly (vinyl alcohol) and poly (ethylene glycol) with controlled drug release","year":2015,"lang":"en","type":"article","venue":"Journal of Polymer Research","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"Faculty of Engineering and Architectural Science, Ryerson University; Connaught Fund; University of Toronto","keywords":"Materials science; Vinyl alcohol; PEG ratio; Self-healing hydrogels; Polyethylene glycol; Polyvinyl alcohol; Ethylene glycol; Chemical engineering; Thermogravimetric analysis; Polymer; Swelling; Polymer chemistry; Ultimate tensile strength; Thermal stability; Polymerization; Nuclear chemistry; Composite material; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001725928,0.0001528792,0.0003529687,0.0003090466,0.0001485158,0.00006940831,0.000293011,0.0001268674,0.00001298881],"category_scores_gemma":[0.0005509865,0.0001168213,0.00009004516,0.0003186961,0.0003257584,0.00003784168,0.00009981227,0.0002642852,0.000003035618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004952422,"about_ca_system_score_gemma":0.0007340394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003998601,"about_ca_topic_score_gemma":0.00003375848,"domain_scores_codex":[0.9977721,0.0003165176,0.0005833174,0.0002384917,0.0007603197,0.0003292476],"domain_scores_gemma":[0.9981216,0.00008037838,0.0004511874,0.0003339169,0.000713516,0.0002994142],"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":[0.003438,0.0001664385,0.004682737,0.00002261605,0.0001956835,0.000007222886,0.0004915353,0.00001580038,0.9687595,0.00009945864,0.000274315,0.02184674],"study_design_scores_gemma":[0.0049434,0.0007498034,0.001083006,0.00005926467,0.00005331983,0.00009342222,0.0004639741,0.0001593357,0.990559,0.00006083604,0.001631411,0.0001432546],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515504,0.04494473,0.001251175,0.001556838,0.00004869296,0.0003145399,0.00001245548,0.000005014337,0.0003161174],"genre_scores_gemma":[0.9978119,0.0005633285,0.0003348363,0.00007815393,0.0003344369,0.00002580586,0.00001296165,0.00003760106,0.0008009669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04626147,"threshold_uncertainty_score":0.4763836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03616612129254045,"score_gpt":0.3229648173942636,"score_spread":0.2867986961017232,"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."}}