{"id":"W4392521812","doi":"10.2196/56262","title":"TAILR (Nursing-Sensitive Events and Their Association With Individual Nurse Staffing Levels) Project: Protocol for an International Longitudinal Multicenter Study","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kashan University of Medical Sciences; Bundesministerium für Bildung und Forschung; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Protocol (science); Nursing; Staffing; Longitudinal study; Association (psychology); Multicenter study; Medicine; Psychology; Randomized controlled trial; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07200205,0.003694499,0.004755288,0.003615321,0.003953967,0.002576114,0.00284478,0.003299189,0.04078157],"category_scores_gemma":[0.05348298,0.002346364,0.003633264,0.003964145,0.002341921,0.002492003,0.002961292,0.005282837,0.007905118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005156078,"about_ca_system_score_gemma":0.02119931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004452711,"about_ca_topic_score_gemma":0.006005886,"domain_scores_codex":[0.9589966,0.02862669,0.005988383,0.002608122,0.002092488,0.001687659],"domain_scores_gemma":[0.9511231,0.0108444,0.01019292,0.008723118,0.01587967,0.00323676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.3830489,0.04168092,0.03044283,0.05626935,0.003815935,0.001215336,0.008247218,0.00845219,0.006840902,0.01846811,0.2493463,0.1921721],"study_design_scores_gemma":[0.3390354,0.06313415,0.1012128,0.02609227,0.002579446,0.0004696966,0.005600794,0.01043051,0.005951412,0.01210664,0.4323953,0.0009915467],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002603162,0.0001846241,0.003658574,0.0001774544,0.0001806357,0.9874529,0.004665019,0.0001095597,0.0009681825],"genre_scores_gemma":[0.0007663137,0.00003065826,0.002373388,0.00005044407,0.00001201929,0.9963592,0.0002964856,0.000004705301,0.0001068714],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07200205,"threshold_uncertainty_score":0.3807878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4827963807819765,"score_gpt":0.6578999885219751,"score_spread":0.1751036077399986,"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."}}