{"id":"W2225272122","doi":"10.1021/nl200494t","title":"Magnetically Triggered Nanocomposite Membranes: A Versatile Platform for Triggered Drug Release","year":2011,"lang":"en","type":"article","venue":"Nano Letters","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":244,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Institute of General Medical Sciences","keywords":"Membrane; Superparamagnetism; Drug delivery; Nanocomposite; Nanoparticle; Magnetic nanoparticles; Drug; Kinetics","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"],"consensus_categories":[],"category_scores_codex":[0.0002123229,0.0002781309,0.000265835,0.00008626279,0.0001760466,0.00003424309,0.0004618232,0.0001762742,0.0001374953],"category_scores_gemma":[0.00009624099,0.0002601082,0.0002435808,0.000124219,0.000168761,0.00001264864,0.0000823494,0.00007842633,0.00009770156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003910204,"about_ca_system_score_gemma":0.00009212062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001123796,"about_ca_topic_score_gemma":0.00002625939,"domain_scores_codex":[0.9983227,0.00005007404,0.0004007622,0.0005770987,0.0001761393,0.0004732813],"domain_scores_gemma":[0.9988722,0.00003983523,0.0001291673,0.0007046218,0.0000818146,0.0001723869],"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":[0.0005532464,0.0001292616,0.00004594113,0.00005552404,0.00008673695,0.000003064842,0.0003066224,0.000005867214,0.9867501,0.00005894363,0.008093847,0.00391087],"study_design_scores_gemma":[0.001447307,0.0001576264,0.0001121427,0.00001784868,0.00008134344,0.0000128028,0.00005264125,0.00005394769,0.8657594,0.00005020719,0.1319001,0.0003545416],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992797,0.0004986376,0.002158791,0.001229575,0.0001323939,0.001189868,0.00009177746,0.00007390321,0.001828039],"genre_scores_gemma":[0.9871467,0.0000792783,0.007928107,0.002714948,0.0001838512,0.0006654901,0.0001626964,0.00007525022,0.001043717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1238063,"threshold_uncertainty_score":0.9999851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01885582496900015,"score_gpt":0.2205982695154247,"score_spread":0.2017424445464245,"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."}}