{"id":"W3136080276","doi":"10.1039/d0qm01099e","title":"Advances in biomedical applications of self-healing hydrogels","year":2021,"lang":"en","type":"article","venue":"Materials Chemistry Frontiers","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba; University of Toronto; Toronto Public Health","funders":"National Institutes of Health; American Heart Association","keywords":"Self-healing hydrogels; Self-healing; Materials science; Nanotechnology; Biomedical engineering; Medicine; Polymer chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001913409,0.0001580373,0.0002736874,0.00002343489,0.0001000965,0.00004493774,0.0002561912,0.0002101955,0.00009108865],"category_scores_gemma":[0.00007426411,0.0001694719,0.00006190056,0.0001773843,0.0001695182,0.000007538792,0.0001117099,0.00005686075,0.000006854068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003616186,"about_ca_system_score_gemma":0.000206224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001742885,"about_ca_topic_score_gemma":0.000003684607,"domain_scores_codex":[0.9986783,0.00004693375,0.0004508108,0.0004256504,0.0001454729,0.0002528302],"domain_scores_gemma":[0.9991745,0.000007381688,0.000141685,0.0005097155,0.00007534664,0.00009132004],"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":[0.00001898076,0.0001529946,0.0002895181,0.0002060735,0.00002794316,0.000001838222,0.00003274281,0.00001735596,0.9961868,0.000006496989,0.0004640477,0.002595221],"study_design_scores_gemma":[0.0002176034,0.000008021523,0.00001812342,0.00002028427,0.00001575115,0.00001062329,0.0001349831,0.00001397957,0.8084339,0.0001055971,0.1908818,0.0001393626],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814685,0.006182514,0.009759187,0.0002103872,0.0001241777,0.0002819285,0.0001453059,0.00003963375,0.001788377],"genre_scores_gemma":[0.9855703,0.001544789,0.01137438,0.00005292671,0.000224277,0.0003781655,0.0005264007,0.00003349893,0.0002952961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1904178,"threshold_uncertainty_score":0.6910864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00611368802554059,"score_gpt":0.2309043205406688,"score_spread":0.2247906325151282,"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."}}