{"id":"W3008739178","doi":"","title":"Financial and Clinical Risk Evaluation of Pressure Injuries in US Hospitals: A Business Case for Initiating Quality Improvement.","year":2019,"lang":"en","type":"article","venue":"PubMed","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Reimbursement; Revenue; Business; Health care; Finance; Medicine; Financial risk; Risk management; Medical emergency; Actuarial science; Economics","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":[0.01301887,0.00009435845,0.000304115,0.00008562244,0.0001241784,0.00000854603,0.00007605918,0.0001400413,0.00004853509],"category_scores_gemma":[0.005098546,0.00008824125,0.00005373627,0.0001347758,0.00003428726,0.0001862619,0.0001738692,0.0002174439,0.000002365602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003766005,"about_ca_system_score_gemma":0.0001233891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008983858,"about_ca_topic_score_gemma":0.001449039,"domain_scores_codex":[0.9970812,0.001196167,0.0009178935,0.0002707296,0.0002457507,0.0002882702],"domain_scores_gemma":[0.9980088,0.0006459015,0.0006467559,0.0002326977,0.0004183459,0.00004742513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001749353,0.0001383359,0.7456084,0.001154758,0.00007011377,9.079148e-7,0.0006356176,0.00001869757,0.000002731713,0.0009300848,0.0005055256,0.2507599],"study_design_scores_gemma":[0.003785341,0.00003977321,0.9898009,0.00004524973,0.0002041945,2.008794e-7,0.0005149945,0.0006979779,0.000006799299,0.002412629,0.002394513,0.00009742643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890836,0.0002046512,0.0003783368,0.00020582,0.0008006485,0.008097481,0.000108371,0.00002288285,0.001098142],"genre_scores_gemma":[0.994766,0.00003708239,0.0001747712,0.0002107363,0.0001029441,0.004344129,0.00001418297,0.000009944046,0.0003401905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2506625,"threshold_uncertainty_score":0.6103804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079426583738732,"score_gpt":0.4583770395260129,"score_spread":0.3504343811521397,"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."}}