{"id":"W2058669164","doi":"10.1615/critrevbiomedeng.v38.i6.10","title":"Responding to Change: Thermo- and Photoresponsive Polymers as Unique Biomaterials","year":2010,"lang":"en","type":"review","venue":"Critical Reviews in Biomedical Engineering","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Polymer; Self-healing hydrogels; Materials science; Nanotechnology; Drug delivery; Smart polymer; Micelle; Scaffold; Chromophore; Chemistry; Polymer chemistry; Computer science; Organic chemistry; Aqueous solution","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001259249,0.0005445468,0.001473765,0.0006693267,0.00005565205,0.00005694838,0.0005027903,0.0007784521,0.0001041567],"category_scores_gemma":[0.008421888,0.0004368781,0.0002404039,0.0007640253,0.0002650105,0.00000797396,0.0003812771,0.0003384346,0.0001043574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006550052,"about_ca_system_score_gemma":0.0001390877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001579598,"about_ca_topic_score_gemma":0.000002253771,"domain_scores_codex":[0.9971583,0.0002982172,0.0009622753,0.0007944159,0.0002038927,0.0005828948],"domain_scores_gemma":[0.9983476,0.0002688282,0.0000905647,0.0006850286,0.00003734437,0.0005706684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001304525,0.00004252962,1.756664e-7,0.004699903,0.00002805716,0.00002482957,0.00003453944,2.916985e-8,0.07858719,0.0005216633,0.0001026652,0.9159454],"study_design_scores_gemma":[0.00006534482,0.00008966905,0.000001175748,0.008083088,0.00009965901,0.0001161061,0.000004235793,0.000007601929,0.002617022,0.00001077655,0.9884317,0.000473657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004682491,0.9964655,0.0005352119,0.0003656393,0.0003521707,0.001623105,0.00007445629,0.00003584139,0.0000798398],"genre_scores_gemma":[0.0003009001,0.994104,0.001959095,0.0003914672,0.0005620126,0.002409671,0.00008799803,0.0001144481,0.00007044258],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.988329,"threshold_uncertainty_score":0.9999306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04201353960534729,"score_gpt":0.353479910637089,"score_spread":0.3114663710317417,"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."}}