{"id":"W4210700779","doi":"10.12968/jowc.2022.31.sup1.s1","title":"Implementation of Wound Hygiene in clinical practice: early use of an antibiofilm strategy promotes positive patient outcomes","year":2022,"lang":"en","type":"article","venue":"Journal of Wound Care","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Hygiene; Wound care; Intensive care medicine; Specialty; Health care; Wound healing; Quality of life (healthcare); Clinical Practice; Nursing; Surgery; Family medicine; Pathology","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":[0.0005243037,0.0001150691,0.0004936702,0.000202068,0.00006622243,0.00002189179,0.00006807336,0.00005501225,0.00003034861],"category_scores_gemma":[0.0001601368,0.00009178195,0.00016981,0.0001824988,0.0000435722,0.0003490004,0.00003490883,0.0003881034,5.138905e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000267359,"about_ca_system_score_gemma":0.0005192046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001371378,"about_ca_topic_score_gemma":0.0001424967,"domain_scores_codex":[0.9975958,0.0003158097,0.001156262,0.0001393555,0.0006371934,0.000155515],"domain_scores_gemma":[0.9976428,0.0002561827,0.001120745,0.0001680984,0.0007048983,0.0001072622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001236236,0.001908243,0.9594638,0.00007933153,0.0003974232,0.0004895791,0.007842988,0.00007776049,0.0004979038,0.00005295423,0.00004218651,0.02791156],"study_design_scores_gemma":[0.00372518,0.01608916,0.9346017,0.00009489946,0.0003347509,0.000231425,0.04259219,0.000005252238,0.00196327,0.00004762946,0.0002385393,0.00007600238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985477,0.0002917494,0.000003245597,0.0003966638,0.0002162219,0.0003871369,0.00009950556,0.000006313458,0.00005146049],"genre_scores_gemma":[0.998105,0.00003360889,0.001615477,0.0001283717,0.00004229008,0.000003263214,0.00003708247,0.00002051363,0.00001441417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0347492,"threshold_uncertainty_score":0.3742759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04971766151998645,"score_gpt":0.4229385259761276,"score_spread":0.3732208644561412,"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."}}