{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002322665,0.0001638701,0.0001990923,0.00007632287,0.0005642737,0.00006220835,0.0001883569,0.00004722716,0.000250651],"category_scores_gemma":[0.00002240024,0.0001531716,0.00004404615,0.0001539341,0.00001656695,0.0002186299,0.0001243162,0.0002966077,0.0000159521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001032774,"about_ca_system_score_gemma":0.002198924,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.216529,"about_ca_topic_score_gemma":0.9410724,"domain_scores_codex":[0.9983335,0.0002155579,0.0003527048,0.0003878002,0.0003488149,0.0003616766],"domain_scores_gemma":[0.9990725,0.0001521536,0.00005968199,0.000313438,0.0002643632,0.0001378731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004227644,0.0002113396,0.0009815498,0.00277002,0.0008059447,0.0001226136,0.02222366,0.002551821,0.00005942396,0.01636004,0.9485524,0.004938369],"study_design_scores_gemma":[0.00131662,0.001200033,0.001898997,0.0002150253,0.0002786172,9.320299e-7,0.03561065,0.01078846,0.000003165167,0.003145846,0.945219,0.0003226065],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1518646,0.009008376,0.5273726,0.02273915,0.05341688,0.07265024,0.004245809,0.0026739,0.1560284],"genre_scores_gemma":[0.9842106,0.000005916609,0.0001040941,0.002760364,0.0003859603,0.002165463,0.00008784059,0.0000347355,0.01024501],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.832346,"threshold_uncertainty_score":0.7886882,"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."}}