{"id":"W1998470588","doi":"10.1021/la902423v","title":"Triggered Instability of Liposomes Bound to Hydrophobically Modified Core−Shell PNIPAM Hydrogel Beads","year":2009,"lang":"en","type":"article","venue":"Langmuir","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Membrane; Chemistry; Vesicle; Hydrophobe; Chemical engineering; POPC; Liposome; Polymer chemistry; Self-healing hydrogels; Bound water; Organic chemistry; Molecule","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":[0.0002148905,0.0002201685,0.0003169654,0.00006890604,0.00009551833,0.00002394871,0.0004346913,0.0002130709,0.00003342316],"category_scores_gemma":[0.000132794,0.0001999265,0.0001508445,0.0002223128,0.0001352577,0.000005830944,0.0001018262,0.0000989737,0.00005859962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006250394,"about_ca_system_score_gemma":0.00009139426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001148353,"about_ca_topic_score_gemma":0.00004042172,"domain_scores_codex":[0.9985026,0.00004676723,0.0004145623,0.0004978128,0.0002045966,0.0003336762],"domain_scores_gemma":[0.9988034,0.0000184017,0.0001087624,0.000801839,0.0001085346,0.0001590772],"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":[0.0001508518,0.0002998067,0.0003723188,0.00001901007,0.00004118624,0.00000140244,0.0001214042,0.00005918409,0.9922239,0.0006508299,0.0008262414,0.005233817],"study_design_scores_gemma":[0.0005297807,0.0004328008,0.004317787,0.00001542073,0.00003775583,0.000008147937,0.00004484396,0.0002239061,0.9594604,0.0007287719,0.03385551,0.0003449213],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990852,0.0004850189,0.0003257375,0.0005975758,0.00003947108,0.0004656603,0.000065407,0.00004673824,0.007122382],"genre_scores_gemma":[0.9973236,0.00003581032,0.0008866974,0.0006737546,0.0001269544,0.00006851116,0.00009826894,0.00002789868,0.0007584805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03302927,"threshold_uncertainty_score":0.8152767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02364209652280297,"score_gpt":0.2611855619361531,"score_spread":0.2375434654133501,"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."}}