{"id":"W4376891643","doi":"10.1002/admt.202300093","title":"A Biocompatible Dual‐Sided Hernia Mesh with Side‐Specific Properties","year":2023,"lang":"en","type":"article","venue":"Advanced Materials Technologies","topic":"Hernia repair and management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"RMIT University; Ontario Ministry of Natural Resources and Forestry","keywords":"Phosphorylcholine; Protein adsorption; Biocompatibility; Materials science; Side chain; Hernia repair; Surface modification; Biocompatible material; Biomedical engineering; Polymer; Hernia; Chemistry; Surgery; Medicine; Composite material; Biochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001817855,0.0002530205,0.0004789367,0.0002913657,0.0001007053,0.00005286528,0.0001562853,0.00011984,0.00007967406],"category_scores_gemma":[0.0001356074,0.0001669678,0.00004116298,0.0005260332,0.0001998677,0.0001568333,0.0002361197,0.0001012943,0.0004625224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004918937,"about_ca_system_score_gemma":0.00003611215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002097848,"about_ca_topic_score_gemma":0.0000140077,"domain_scores_codex":[0.9985161,0.00002107566,0.0003162195,0.0004320119,0.0002660413,0.0004485163],"domain_scores_gemma":[0.9990725,0.00002749675,0.0001034484,0.0006808281,0.00007806627,0.00003764743],"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":[0.0004537865,0.00006037369,0.0001302807,0.0002462098,0.0000784497,0.0002844235,0.0001426033,0.00003516744,0.9747337,0.0009057754,0.002283412,0.0206458],"study_design_scores_gemma":[0.001430286,0.000537983,0.0009693466,0.0003883798,0.00003530821,0.00004147994,0.002481233,0.000009340845,0.9253163,0.001117445,0.06742974,0.0002431429],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850151,0.0004193885,0.00009360948,0.003322533,0.0001800148,0.001154429,0.00001537402,0.008339191,0.001460368],"genre_scores_gemma":[0.9895265,0.001451282,0.006520879,0.00008984491,0.00003479942,0.0005287062,0.00003714105,0.00005374025,0.001757108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06514632,"threshold_uncertainty_score":0.6808747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02705992828429911,"score_gpt":0.2553227374896486,"score_spread":0.2282628092053495,"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."}}