{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009369335,0.0003451461,0.000120831,0.0002283159,0.0000618714,0.0001777799,0.0001883616,0.000328059,0.0005981287],"category_scores_gemma":[0.0001261363,0.0001498397,0.0002397893,0.0001242639,0.0001354554,0.0002123688,0.0002221832,0.0002118569,0.0002723228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009820994,"about_ca_system_score_gemma":0.00007812869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006653304,"about_ca_topic_score_gemma":0.0001572882,"domain_scores_codex":[0.9999163,0.000009911639,0.000007849686,0.00002257636,0.00002991763,0.00001345169],"domain_scores_gemma":[0.9998614,0.00001586624,0.0000571191,0.00002071696,0.00001934932,0.00002558001],"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":[0.0000289408,0.00001322049,0.0001147119,0.0000515906,0.000003692174,0.00006834689,0.000004402565,0.0001038953,0.99717,0.00006796224,0.00004207266,0.002331149],"study_design_scores_gemma":[0.00001694587,0.0003967855,0.002450545,0.000005890755,0.00001961062,0.0006004146,0.000006415991,0.002272782,0.9917955,0.00002423139,0.002401919,0.000009049119],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974175,0.001681889,0.02101739,0.00008455338,0.000122333,0.00004707949,0.0001780116,0.0001690488,0.002524798],"genre_scores_gemma":[0.9765256,0.000471686,0.02066375,0.00004998818,0.00002424187,0.00003377054,0.000126477,0.00001751401,0.002086991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005981287,"threshold_uncertainty_score":0.002000928,"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."}}