{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001292404,0.001019961,0.001003716,0.0004270169,0.0003380363,0.0005239614,0.002110086,0.000615982,0.00005270563],"category_scores_gemma":[0.007198684,0.001099241,0.0003186318,0.001342944,0.0002278245,0.0004377528,0.001505951,0.001799483,0.0002753879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002452496,"about_ca_system_score_gemma":0.0007394932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000115506,"about_ca_topic_score_gemma":3.53924e-7,"domain_scores_codex":[0.9932158,0.0007141955,0.0009490218,0.002783677,0.001001787,0.00133552],"domain_scores_gemma":[0.9953378,0.001226986,0.000513225,0.001921634,0.0001372868,0.0008630291],"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":[0.0004127925,0.00009552204,0.00002414543,0.0001714518,0.00001535683,0.0009006328,0.00001188809,0.00003671668,0.995079,0.002048674,0.00120208,0.000001686909],"study_design_scores_gemma":[0.0006241542,0.000220205,0.00268387,0.0002326558,0.00003356411,7.216562e-7,0.000002448782,0.002510807,0.9902103,0.00003701571,0.002324636,0.001119656],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862303,0.00006664031,0.001524006,0.007339292,0.001711251,0.001228906,0.0004051059,0.001478606,0.00001593745],"genre_scores_gemma":[0.9907129,0.00007809525,0.0007855189,0.007481696,0.000428766,0.0002091171,1.990156e-7,0.0002707028,0.00003300736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005906279,"threshold_uncertainty_score":0.9991457,"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."}}