{"id":"W4401941486","doi":"10.1021/acs.biomac.4c00690","title":"Stimuli-Responsive Polymers at the Interface with Biology","year":2024,"lang":"en","type":"review","venue":"Biomacromolecules","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Division of Materials Research; Grantová Agentura České Republiky; European Research Council; National Natural Science Foundation of China; Canada Research Chairs","keywords":"Nanotechnology; Self-healing hydrogels; Small molecule; Computer science; Variety (cybernetics); Chemistry; Biochemical engineering; Materials science; Engineering; Biochemistry; Artificial intelligence; Organic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004648416,0.0008617333,0.0007269727,0.001250804,0.0002630389,0.001047938,0.0006447466,0.001094843,0.003358579],"category_scores_gemma":[0.0003461836,0.0002977418,0.000336192,0.00129645,0.0006458514,0.001653926,0.0008577282,0.002130468,0.003975056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006881999,"about_ca_system_score_gemma":0.0004901885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004509419,"about_ca_topic_score_gemma":0.00056897,"domain_scores_codex":[0.9998312,0.00002392387,0.00001187888,0.00003120482,0.00007794775,0.00002381216],"domain_scores_gemma":[0.999862,0.00006649383,0.00001831986,0.000006475821,0.0000305242,0.00001617046],"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":[0.00006550638,0.0001224019,0.0001596612,0.01546453,0.00006936717,0.0004082138,0.0001559696,0.0007437811,0.04184274,0.02976353,0.03110732,0.8800972],"study_design_scores_gemma":[0.000005742943,0.00005312223,0.0002555505,0.001102441,0.00002313854,0.0006435494,0.00002759819,0.0001034829,0.005460947,0.00302543,0.9892838,0.00001515169],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003049151,0.995203,0.0005596847,0.0002968759,0.0004192582,0.000008099816,0.0000135654,0.00001756177,0.003177115],"genre_scores_gemma":[0.002683637,0.9924626,0.0006520274,0.0004702138,0.0003319183,0.00001829219,0.00002579276,0.000005416101,0.003349981],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003358579,"threshold_uncertainty_score":0.01123554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03147057974175984,"score_gpt":0.3326310926222665,"score_spread":0.3011605128805067,"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."}}