{"id":"W4405184104","doi":"10.56885/pwei2013","title":"AI-Driven Predictive Models For Wound Deterioration: A Pilot Study","year":2024,"lang":"en","type":"article","venue":"Wound Care Canada","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychological intervention; Medicine; Health care; Population; Intensive care medicine; Medical emergency; Nursing; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005807612,0.0008283471,0.0005540728,0.0005626423,0.0004714307,0.0007445592,0.00109995,0.0006853492,0.001964272],"category_scores_gemma":[0.02174634,0.0003250374,0.0007368104,0.000514514,0.0004141791,0.0006653902,0.0006147727,0.001374476,0.0003339954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002308861,"about_ca_system_score_gemma":0.003040362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1440115,"about_ca_topic_score_gemma":0.08998231,"domain_scores_codex":[0.9990404,0.000554648,0.00004974263,0.0001492882,0.0001259857,0.00007976963],"domain_scores_gemma":[0.97277,0.02234175,0.0005097499,0.001161762,0.002702185,0.0005146001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.009189528,0.0133895,0.1848217,0.0005150401,0.000833282,0.0005461998,0.0009250634,0.6153951,0.002674136,0.002060745,0.006830624,0.1628191],"study_design_scores_gemma":[0.000360606,0.00139699,0.01265038,0.00001956918,0.00008650983,0.00003908593,0.0001406771,0.9836855,0.0005221065,0.0005323153,0.0005453867,0.00002089897],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879878,0.0002409732,0.008338476,0.0003813231,0.00003734927,0.0005362863,0.0009789775,0.0003084976,0.001190406],"genre_scores_gemma":[0.9855408,0.0001183721,0.0125483,0.00008968102,0.00002451979,0.0002110395,0.0008835062,0.00001663655,0.0005670618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1440115,"threshold_uncertainty_score":0.2863465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05983175951112218,"score_gpt":0.3789087822795904,"score_spread":0.3190770227684682,"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."}}