{"id":"W4413935111","doi":"10.20944/preprints202509.0201.v1","title":"Antimicrobial Materials Used in Coating Dental Implant Surfaces: State of Art and Future Prospectives","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Coating; Antimicrobial; Dental implant; Materials science; Dentistry; Implant; Nanotechnology; Medicine; Chemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005604578,0.0004767852,0.0009565733,0.000257705,0.00002572014,0.00004783015,0.0003300172,0.0002876394,0.0001509538],"category_scores_gemma":[0.00003809535,0.0005451659,0.00006575018,0.0001291911,0.0000613095,0.0001079437,0.0008904552,0.0004542703,0.00004679025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001475015,"about_ca_system_score_gemma":0.00005224796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001392866,"about_ca_topic_score_gemma":0.00006707603,"domain_scores_codex":[0.9978954,0.00009074122,0.000853588,0.0005977959,0.0001733953,0.0003890437],"domain_scores_gemma":[0.9990769,0.00005158716,0.0001890848,0.0005742944,0.000043042,0.00006510429],"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":[0.00004433388,0.00003947621,0.05988681,0.003056051,0.0001385701,0.00002787634,0.001969744,0.04448758,0.8901656,0.00003627979,0.0000370851,0.0001106323],"study_design_scores_gemma":[0.0004266239,0.00000644773,0.1766904,0.0007954975,0.00002791428,0.00001622533,0.00005164603,0.0003821169,0.820884,0.00009733431,0.0002058092,0.000416053],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951157,0.0001829881,0.00006827671,0.00003157968,0.002317072,0.0009121089,0.0007000946,0.0003612184,0.0003109375],"genre_scores_gemma":[0.9983329,0.0004502481,0.000645887,0.000004083516,0.0001462637,0.00008306911,0.00009143521,0.00006864015,0.0001774297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1168036,"threshold_uncertainty_score":0.9997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02597047549541656,"score_gpt":0.2714910736835587,"score_spread":0.2455205981881422,"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."}}