{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03884764,0.0005949779,0.0005530914,0.005346972,0.001184981,0.0043907,0.001110197,0.001145649,0.002807539],"category_scores_gemma":[0.1558333,0.0003340218,0.001223702,0.005422045,0.0008968321,0.003372238,0.002155266,0.002027628,0.000289807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004960823,"about_ca_system_score_gemma":0.01243561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009322842,"about_ca_topic_score_gemma":0.01668337,"domain_scores_codex":[0.9786,0.0139496,0.002625434,0.0004371907,0.003857129,0.0005306303],"domain_scores_gemma":[0.7885133,0.1257628,0.04279809,0.005214376,0.03165706,0.006054424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002706346,0.0005992438,0.6580626,0.001196862,0.0004793196,0.0003055845,0.0007819295,0.006615425,0.0001811052,0.00834944,0.02673587,0.2964219],"study_design_scores_gemma":[0.0003115815,0.002738058,0.7217657,0.01011455,0.001471821,0.001923382,0.01370283,0.1030615,0.00256409,0.05283128,0.0890915,0.0004236089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5291537,0.03778328,0.0488329,0.3146573,0.00159879,0.002681109,0.004688093,0.0008917621,0.05971304],"genre_scores_gemma":[0.9501609,0.004859465,0.03778642,0.004731723,0.0005370643,0.0003752606,0.0009318176,0.00003560297,0.0005817219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03884764,"threshold_uncertainty_score":0.2054484,"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."}}