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This dataset contains information about healthcare interventions performed within 30 days after healthcare contacts for patients in the SEM cohort from the Melior journal system. The data represents interventions performed during 2017-2018, with a small fraction from adjacent years.

Usage

melior_post_sem_interventions_30d()

Format

A data frame with 457,186 observations and 10 variables:

contact_id

Character. Unique identifier for each healthcare contact/encounter, serves as a foreign key to link with other datasets. Original field name: KontaktId

patient_id

Integer. Patient pseudonym identifier, serves as a foreign key to link with other patient-level data. Original field name: Alias

activity_type

Character. Type of healthcare activity or note. 256 unique values. Most common: "Epikris, tvärprofessionell" (12.4%), "Op-berättelse" (8.9%), "Inskrivning Läk" (6.9%), "Kontakt utan besök" (6.2%). Original field name: AktivitetTyp

term_name

Character. Term name for the type of coded intervention. 3 unique values: "KVÅ-kod" (99.99%), "KVÅ/Opkod" (0.01%), "Tillägg KVÅ/Opkod" (0.01%). Original field name: Term_Namn

care_episode_start

POSIXct. Start date/time of the care episode for the intervention. Date range: 2013-01-01 to 2019-02-13. Distribution by year: 2018 (50.6%), 2017 (47.3%), 2019 (1.5%), with a small fraction (<1%) from 2013-2016. 36 NA values (<0.01%). Original field name: VårdtillfälleFörÅtgärd_StartDatum

care_episode_end

POSIXct. End date/time of the care episode for the intervention. Date range: 2013-09-09 to 2020-07-10. Distribution by year: 2018 (50.8%), 2017 (46.7%), 2019 (2.3%). 286,299 NA values (62.6%), primarily for outpatient episodes where this is expected. Original field name: VårdtillfälleFörÅtgärd_SlutDatum

care_form

Character. Form of care ("Slutenvård" = Inpatient, "Öppenvård" = Outpatient). Distribution: Outpatient (63.9%), Inpatient (36.1%). 36 NA values (<0.01%). Original field name: VårdtillfälleFörÅtgärd_VardformText

intervention_code

Character. Patient intervention/procedure code (KVÅ code). 3,489 unique values across the dataset. Original field name: PatientAtgard_Kod

intervention_description

Character. Description of the patient intervention/procedure. 3,285 unique values across the dataset. 4,232 NA values (0.9%). Original field name: PatientAtgard_Beskrivning

intervention_modified_date

POSIXct. Date/time when the intervention was recorded/modified. Date range: 2017-01-02 to 2019-01-30. Distribution by year: 2018 (51.2%), 2017 (46.9%), 2019 (1.9%). Original field name: PatientAtgard_ModifieradDatum

Source

Melior

Details

This file was extracted from the Melior electronic health record system. The original filename indicates it contains information about interventions (Åtgärder) performed within 30 days after healthcare contacts (30DagarEfterVårdkontakt) during 2017-2018. KVÅ codes represent standardized Swedish healthcare procedure codes.

Note

  • Several fields from the original dataset have been omitted for efficiency and clarity:

    • AktivitetTermId (activity_term_id): This numeric identifier almost perfectly corresponded to the activity_type field and adds little analytical value.

    • TermId (term_id): This numeric identifier almost perfectly corresponded to the term_name field with 99.99% of records having value 1600019040 for "KVÅ-kod".

  • The care_episode_end field has a high proportion of NA values (62.6%), which is expected for outpatient interventions that don't have a formal end date/time

  • Although the dataset primarily focuses on the 2017-2018 period (97.9% of interventions from these years), it contains a small number of records with dates outside this range, including some from 2013-2016 (0.6%) and others from 2019-2020 (1.5%)

  • The 12 records with dates in 2020 are likely erroneous future dates

  • Likely the intervention_modified_date can be used as a surrugate to circumvent this.

  • POSIXct fields are stored in datetime format

  • The dataset includes both inpatient and outpatient interventions, with a majority (63.9%) being performed in outpatient settings

  • This dataset complements post_sem_interventions.csv which covers a broader time period but focuses specifically on the 30-day window following the SEM cohort contact

Examples