{"id":"W4416501677","doi":"10.56885/207982bamjrl","title":"Healing Without Harm: Advancing Antimicrobial Stewardship In Canada with Gentian Violet Methylene Blue Dressings","year":2025,"lang":"","type":"article","venue":"Wound Care Canada","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antimicrobial; Antibiotics; Antimicrobial stewardship; Wound healing; Anti-Infective Agents; Wound care; Systemic antibiotics","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":[0.0003454049,0.0009082416,0.001503555,0.0003488031,0.0007354448,0.0001217271,0.00037621,0.0002343978,0.0001026027],"category_scores_gemma":[0.0001012835,0.0008775738,0.0001114923,0.001092947,0.0001319499,0.0001345026,0.0001138692,0.001159439,0.000002282791],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02620278,"about_ca_system_score_gemma":0.1210829,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.999903,"about_ca_topic_score_gemma":0.9999912,"domain_scores_codex":[0.9941992,0.0002801781,0.001150978,0.001281423,0.001143378,0.001944807],"domain_scores_gemma":[0.9971544,0.0002040647,0.0003601219,0.000923603,0.0005320434,0.0008257414],"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":[0.002706138,0.0004221393,0.8828019,0.01025231,0.003040156,0.01325437,0.007617316,0.00967393,0.002429066,0.00007717774,0.03431956,0.03340594],"study_design_scores_gemma":[0.06095551,0.001822385,0.1607904,0.07818203,0.009234058,0.0008028906,0.2066461,0.001747173,0.09300423,0.00005520775,0.3791802,0.007579855],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737989,0.01560071,0.000128959,0.003352904,0.003808368,0.001298468,0.0004077939,0.00003865367,0.001565195],"genre_scores_gemma":[0.9909806,0.0003455171,0.0006014936,0.005961937,0.0003175758,0.0000534035,0.0002946999,0.0001123063,0.001332504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7220116,"threshold_uncertainty_score":0.9993675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007265892350168421,"score_gpt":0.2545660610861415,"score_spread":0.2473001687359731,"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."}}