AI-assisted Fall Prevention Through Evidence

Individual interviews with key actors in the implementation Inclusion criteria: 1. Be employed at one of the participating hospitals 2. Hold a role as a key stakeholder in the implementation work 3. Have experience with the implementation of the AI-assisted fall prevention 4. Have the ability to understand and communicate in Swedish Exclusion criteria: 1\. Have insufficient proficiency in Swedish to participate in an interview or observation and to understand the purpose and content of the study Individual interviews with managers Inclusion criteria: 1. Be employed as a manager at one of the participating hospitals 2. Have experience with the implementation or use of the AI-assisted fall prevention 3. Have the ability to understand and communicate in Swedish Exclusion criteria: 1\. Have insufficient proficiency in Swedish to participate in an interview or observation and to understand the purpose and content of the study Individual interviews with staff Inclusion criteria: 1. Be employed as staff on a ward at one of the participating hospitals where the AI-assisted fall prevention has been decided to be implemented 2. Have experience with the implementation or use of the AI-assisted fall prevention 3. Have the ability to understand and communicate in Swedish Exclusion criteria: 1\. Have insufficient proficiency in Swedish to participate in an interview or observation and to understand the purpose and content of the study Observations of staff work Inclusion criteria: 1. Be employed as staff on a ward at one of the participating hospitals where the AI-assisted fall prevention has been decided to be implemented 2. Have experience with the implementation or use of the AI-assisted fall prevention 3. Have the ability to understand and communicate in Swedish Exclusion criteria: 1\. Have insufficient proficiency in Swedish to participate in an interview or observation and to understand the purpose and content of the study Individual interviews with patients and family members: Inclusion criteria (for family members, only inclusion criterion 1b applies): 1. Either (a) have been a patient on a ward at one of the participating hospitals where the AI-assisted fall prevention has been implemented, or (b) be a family member involved in the care of a patient who meets the inclusion criteria but lacks the ability to provide informed consent. The family member must be able to understand and communicate in Swedish 2. Have experience with the AI-assisted fall prevention as part of their care 3. Have the ability to understand and communicate in Swedish 4. Be 18 years of age or older 5. Have the ability to provide informed consent. If there is any uncertainty regarding a patient's ability to provide informed consent, the research team will refrain from conducting the interview. Exclusion criteria: 1. Have insufficient proficiency in Swedish to participate in an interview or observation and to understand the purpose and content of the study 2. Lack the ability to provide informed consent Web-based surveys with staff: Inclusion criteria: 1. Be employed as staff on a ward at one of the participating hospitals where the AI-assisted fall prevention is decided to be implemented. Exclusion criteria: 1. Not being employed on a ward at one of the participating hospitals where the AI-assisted fall prevention is decided to be implemented 2. Lack the ability to access information and respond to the survey in Swedish Retrospective medical record data: Inclusion criteria: 1\. Patients who have been cared for on a ward at one of the participating hospitals where the AI-assisted fall prevention has been implemented, either (a) up to 24 months after implementation or (b) up to 12 months before implementation. Exclusion criteria: 1\. Patients who have only received care outside the defined time period, meaning not within 24 months after or 12 months before the implementation of the AI-assisted fall prevention Learning labs: Inclusion criteria: 1. (a) Be employed at one of the participating hospitals and hold a role as a key stakeholder in the implementation work, or be staff or a manager with experience of the implementation or use of the AI-assisted fall prevention; or (b1) have been a patient cared for on a ward at one of the participating hospitals where the AI-assisted fall prevention has been implemented and have experience with the AI-assisted fall prevention as part of their care; or (b2) be a family member of a patient with such experience; or (c) be a patient representative for a patient group, patient organization, or user organization where falls are an identified issue 2. Have the ability to understand and communicate in Swedish Exclusion criteria: 1. Have insufficient proficiency in Swedish to participate in an interview or observation and to understand the purpose and content of the study 2. Lack the ability to provide informed consent