{"id":"W4404616442","doi":"10.1302/1358-992x.2024.19.028","title":"PREVENTING PERIPROSTHETIC JOINT INFECTION: A NOVEL ANTIMICROBIAL SOL-GEL APPROACH","year":2024,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Periprosthetic; Antimicrobial; Joint (building); Medicine; Microbiology; Joint infections; Arthroplasty; Surgery; Biology; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006223943,0.0004049575,0.0004907248,0.0003678067,0.0002997522,0.0002856104,0.0000837832,0.0002122495,0.0002747471],"category_scores_gemma":[0.0001277626,0.0003308138,0.0004280519,0.0005404816,0.000213646,0.0004453072,0.0001458437,0.0007075379,0.0001612934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009805213,"about_ca_system_score_gemma":0.000264197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002268468,"about_ca_topic_score_gemma":0.000001582549,"domain_scores_codex":[0.9973589,0.000007341632,0.0005781802,0.0008151145,0.0005379723,0.0007025148],"domain_scores_gemma":[0.9992177,0.00001695917,0.000117635,0.0001711235,0.0001660857,0.0003105077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007008935,0.003717148,0.2269917,0.02054534,0.001374731,0.0008385473,0.01021085,0.00001232007,0.2531666,0.01437093,0.09390356,0.3741674],"study_design_scores_gemma":[0.008353146,0.00185714,0.0948766,0.007592116,0.001608821,0.05222498,0.0009240343,0.02073766,0.007012736,0.0001693745,0.8022469,0.002396539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9418067,0.0007787808,0.003199114,0.00144984,0.001593678,0.001111191,0.00003106355,0.001207463,0.04882215],"genre_scores_gemma":[0.9873737,0.0002030443,0.003619675,0.0006227074,0.001735848,0.00008010928,0.00004744878,0.0001077565,0.006209673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7083433,"threshold_uncertainty_score":0.9999144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0222509460478652,"score_gpt":0.2511244566025624,"score_spread":0.2288735105546972,"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."}}