{"id":"W4322503584","doi":"10.3390/jfb14030130","title":"In-Vitro Evaluation of Photofunctionalized Implant Surfaces in a High-Glucose Microenvironment Simulating Diabetics","year":2023,"lang":"en","type":"article","venue":"Journal of Functional Biomaterials","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; University of Toronto","funders":"National Chemical Laboratory; International Team for Implantology","keywords":"Surface modification; Osseointegration; Materials science; X-ray photoelectron spectroscopy; Osteoblast; Nuclear chemistry; Mineralization (soil science); Implant; Biofilm; Titanium; Chemical engineering; Dentistry; Chemistry; Metallurgy; In vitro; Biochemistry; Organic chemistry; Surgery; Medicine; Bacteria","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":[0.002394798,0.0001721118,0.0004874688,0.0005461212,0.00001621107,0.00002606054,0.00009283447,0.00009605529,0.0004019946],"category_scores_gemma":[0.0001485466,0.0001658547,0.00006690167,0.0003249171,0.00002404277,0.0002070055,0.00002944403,0.00005442887,0.00003220349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002785227,"about_ca_system_score_gemma":0.00004373219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001981998,"about_ca_topic_score_gemma":0.000002255384,"domain_scores_codex":[0.9977877,0.0001415385,0.001106956,0.0001146626,0.0006183163,0.0002308456],"domain_scores_gemma":[0.9992903,0.0001912918,0.0002658097,0.0001119247,0.0000930619,0.00004764906],"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":[0.0001141754,0.00002401998,0.000107837,0.00006070325,0.00003720973,0.00001179442,0.0000476028,0.4327909,0.566492,0.000003713468,0.0002247673,0.00008527491],"study_design_scores_gemma":[0.00210124,0.00004638643,0.04660318,0.0001240335,0.000045614,0.0000407613,0.0000337016,0.01733928,0.9329634,0.0003488998,0.000203932,0.0001495616],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955732,0.0003133817,0.00009712048,0.00005278303,0.003641125,0.0001979049,0.00007866428,0.00003771036,0.000008140274],"genre_scores_gemma":[0.9991028,0.00009146362,0.0005060533,0.000007352639,0.0001867828,0.0000161546,0.00004517169,0.00003255017,0.00001167554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4154516,"threshold_uncertainty_score":0.6763357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02222100969047505,"score_gpt":0.2430076121933384,"score_spread":0.2207866025028633,"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."}}