{"id":"W3112397367","doi":"10.1101/2020.12.13.422566","title":"Mechanically Matched Silicone Brain Implants Reduce Brain Foreign Body Response","year":2020,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Neuroscience and Neural Engineering","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill Genome Centre; Montreal Neurological Institute and Hospital","funders":"McGill University; California HIV/AIDS Research Program","keywords":"Silicone; Brain implant; Implant; Materials science; Biomedical engineering; Microfabrication; Brain tissue; Silicon; Surgery; Medicine; Composite material; Optoelectronics; Pathology","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":[0.0001362088,0.0003929036,0.0001531982,0.0002287637,0.00007773711,0.000246864,0.0001887175,0.0003148729,0.001603617],"category_scores_gemma":[0.0002666718,0.0001309551,0.0001391493,0.00008132351,0.0002188827,0.0002695848,0.0002503311,0.0002854902,0.0003522297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001931726,"about_ca_system_score_gemma":0.0001966501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003031861,"about_ca_topic_score_gemma":0.0004977261,"domain_scores_codex":[0.9999048,0.000007443579,0.00000753173,0.0000155089,0.00004416793,0.00002051568],"domain_scores_gemma":[0.9998507,0.00002781398,0.00007466307,0.00001216284,0.00001856373,0.0000160155],"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":[0.00002183215,0.000006152154,0.00005960084,0.00001927431,0.000001345837,0.00001178855,0.00000492408,0.00005841117,0.9988577,0.00004538934,0.00002108945,0.0008925984],"study_design_scores_gemma":[0.00000296691,0.0001362247,0.001088161,0.000003826789,0.000003725692,0.00006823274,0.00001228978,0.0004105173,0.9972187,0.00003706641,0.00101598,0.000002328328],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867511,0.001796155,0.00918468,0.0001180159,0.00009061984,0.00003084523,0.0001516387,0.0001416344,0.001735412],"genre_scores_gemma":[0.9867872,0.0007894533,0.008671234,0.0000824769,0.00001852785,0.00003366591,0.0001287423,0.00004785699,0.003440821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001603617,"threshold_uncertainty_score":0.005364597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03396956393585913,"score_gpt":0.2581619603149248,"score_spread":0.2241923963790657,"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."}}