{"id":"W4414066041","doi":"10.1302/1358-992x.2025.6.082","title":"METAL AND ESSENTIAL OILS-BASED ANTIBACTERIAL SOLUTIONS: TOWARDS PATIENT-SPECIFIC IMPLANTABLE DEVICES","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofilm; Biocompatibility; Biocompatible material; Adhesion; Substrate (aquarium); Deposition (geology); Antimicrobial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003518098,0.0002156142,0.0003436852,0.0002584846,0.0002465875,0.0001012085,0.00008929487,0.0001042017,0.0001188004],"category_scores_gemma":[0.00004240764,0.0001870306,0.0001131897,0.0003666507,0.000134677,0.0001872215,0.00007248024,0.000153407,0.00001775576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004574676,"about_ca_system_score_gemma":0.0001171675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003412799,"about_ca_topic_score_gemma":0.000003598572,"domain_scores_codex":[0.9985691,0.00001331094,0.0003163438,0.0004030089,0.0003004748,0.0003977477],"domain_scores_gemma":[0.9994883,0.00002608856,0.0001028524,0.0001145595,0.0001371418,0.0001310872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003933101,0.001353363,0.5234226,0.005016326,0.000961986,0.0002824856,0.001361202,0.000002355895,0.08691866,0.03808824,0.1290811,0.2095786],"study_design_scores_gemma":[0.005090646,0.0007329718,0.1420849,0.000926977,0.0008779,0.0001879453,0.0009580565,0.0006252803,0.01373174,0.0003546706,0.8338625,0.0005663925],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822415,0.001353326,0.0006485602,0.002211696,0.0002537682,0.0005647663,0.000004271955,0.0001745383,0.01254754],"genre_scores_gemma":[0.9952354,0.0002479216,0.001232062,0.00230399,0.0002274848,0.00005144226,0.00004616789,0.00001880043,0.0006367218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7047815,"threshold_uncertainty_score":0.7626885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191335294099103,"score_gpt":0.2437679810181823,"score_spread":0.2318546280771912,"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."}}