# Healthcare Services: Problem-first research in the Machine Relations Index

Canonical URL: https://machinerelations.ai/index/categories/healthcare-services/problem_first
Release mri_score_v2.0+2026-09-18+8fa38e54dd0a; methodology mri_score_v2.0; generated 2026-09-18; window 2026-05-10 to 2026-09-18; artifact 8fa38e54dd0a.

Collecting observations. This segment has 102 observed runs across 6 dates; the release floor is 10 runs and 7 dates, so no mature rate, rank, or winner is published here.

| Source | Source role | Cited runs | Observed runs | Run dates | State |
|---|---|---:|---:|---:|---|
| [Medicalbillersandcoders.com](https://machinerelations.ai/index/domains/medicalbillersandcoders.com) | Other observed source | 10 | 102 | 6 | Collecting observations |
| [YouTube](https://machinerelations.ai/index/domains/youtube.com) | Search or media platform | 10 | 102 | 6 | Collecting observations |
| [Muni.health](https://machinerelations.ai/index/domains/muni.health) | Other observed source | 8 | 102 | 6 | Collecting observations |
| [Uchicagomedicine.org](https://machinerelations.ai/index/domains/uchicagomedicine.org) | Other observed source | 8 | 102 | 6 | Collecting observations |
| [Mdclarity.com](https://machinerelations.ai/index/domains/mdclarity.com) | Other observed source | 7 | 102 | 6 | Collecting observations |
| [NIH](https://machinerelations.ai/index/domains/nih.gov) | Academic and government source | 7 | 102 | 6 | Collecting observations |
| [Agingcare.com](https://machinerelations.ai/index/domains/agingcare.com) | Other observed source | 6 | 102 | 6 | Collecting observations |
| [Aha.org](https://machinerelations.ai/index/domains/aha.org) | Academic and government source | 6 | 102 | 6 | Collecting observations |
| [Aptarro.com](https://machinerelations.ai/index/domains/aptarro.com) | Other observed source | 6 | 102 | 6 | Collecting observations |
| [Highradius.com](https://machinerelations.ai/index/domains/highradius.com) | Other observed source | 6 | 102 | 6 | Collecting observations |
| [Kff.org](https://machinerelations.ai/index/domains/kff.org) | Other observed source | 6 | 102 | 6 | Collecting observations |
| [Pinnacleiii.com](https://machinerelations.ai/index/domains/pinnacleiii.com) | Other observed source | 6 | 102 | 6 | Collecting observations |
| [Quickintell.com](https://machinerelations.ai/index/domains/quickintell.com) | Other observed source | 6 | 102 | 6 | Collecting observations |
| [Revecore.com](https://machinerelations.ai/index/domains/revecore.com) | Other observed source | 6 | 102 | 6 | Collecting observations |
| [Scienceinsights.org](https://machinerelations.ai/index/domains/scienceinsights.org) | Market and company database | 6 | 102 | 6 | Collecting observations |
| [Trevipay.com](https://machinerelations.ai/index/domains/trevipay.com) | Other observed source | 6 | 102 | 6 | Collecting observations |
| [Alliedpa.com](https://machinerelations.ai/index/domains/alliedpa.com) | Other observed source | 5 | 102 | 6 | Collecting observations |
| [Beckerspayer.com](https://machinerelations.ai/index/domains/beckerspayer.com) | Other observed source | 5 | 102 | 6 | Collecting observations |
| [Cdc.gov](https://machinerelations.ai/index/domains/cdc.gov) | Academic and government source | 5 | 102 | 6 | Collecting observations |
| [Cnb.com](https://machinerelations.ai/index/domains/cnb.com) | Other observed source | 5 | 102 | 6 | Collecting observations |
| [Enjoincdi.com](https://machinerelations.ai/index/domains/enjoincdi.com) | Other observed source | 5 | 102 | 6 | Collecting observations |
| [Fallpreventionfoundation.org](https://machinerelations.ai/index/domains/fallpreventionfoundation.org) | Other observed source | 5 | 102 | 6 | Collecting observations |
| [Fightinsurancedenials.com](https://machinerelations.ai/index/domains/fightinsurancedenials.com) | Other observed source | 5 | 102 | 6 | Collecting observations |
| [Gomedicalbilling.com](https://machinerelations.ai/index/domains/gomedicalbilling.com) | Other observed source | 5 | 102 | 6 | Collecting observations |
| [Qualigenix.com](https://machinerelations.ai/index/domains/qualigenix.com) | Other observed source | 5 | 102 | 6 | Collecting observations |
| [Qxglobalgroup.com](https://machinerelations.ai/index/domains/qxglobalgroup.com) | Other observed source | 5 | 102 | 6 | Collecting observations |
| [Recoupops.com](https://machinerelations.ai/index/domains/recoupops.com) | Other observed source | 5 | 102 | 6 | Collecting observations |
| [TechTarget](https://machinerelations.ai/index/domains/techtarget.com) | Editorial publication | 5 | 102 | 6 | Collecting observations |
| [Accountsreceivable.ai](https://machinerelations.ai/index/domains/accountsreceivable.ai) | Other observed source | 4 | 102 | 6 | Collecting observations |
| [Bill.com](https://machinerelations.ai/index/domains/bill.com) | Other observed source | 4 | 102 | 6 | Collecting observations |
| [Kolleno.com](https://machinerelations.ai/index/domains/kolleno.com) | Other observed source | 4 | 102 | 6 | Collecting observations |
| [Legalclarity.org](https://machinerelations.ai/index/domains/legalclarity.org) | Editorial publication | 4 | 102 | 6 | Collecting observations |
| [LinkedIn](https://machinerelations.ai/index/domains/linkedin.com) | Community and social platform | 4 | 102 | 6 | Collecting observations |
| [Medprecisionbilling.com](https://machinerelations.ai/index/domains/medprecisionbilling.com) | Other observed source | 4 | 102 | 6 | Collecting observations |
| [Netsuite.com](https://machinerelations.ai/index/domains/netsuite.com) | Vendor-owned source | 4 | 102 | 6 | Collecting observations |
| [Optum.com](https://machinerelations.ai/index/domains/optum.com) | Other observed source | 4 | 102 | 6 | Collecting observations |
| [Tormano.com](https://machinerelations.ai/index/domains/tormano.com) | Other observed source | 4 | 102 | 6 | Collecting observations |
| [Unitypoint.org](https://machinerelations.ai/index/domains/unitypoint.org) | Other observed source | 4 | 102 | 6 | Collecting observations |
| [A-zmedicalbillingandconsulting.com](https://machinerelations.ai/index/domains/a-zmedicalbillingandconsulting.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Aarp.org](https://machinerelations.ai/index/domains/aarp.org) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Ageuk.org.uk](https://machinerelations.ai/index/domains/ageuk.org.uk) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Agicap.com](https://machinerelations.ai/index/domains/agicap.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Ama-assn.org](https://machinerelations.ai/index/domains/ama-assn.org) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Asprcmsolutions.com](https://machinerelations.ai/index/domains/asprcmsolutions.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Bpm.com](https://machinerelations.ai/index/domains/bpm.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Capecod.gov](https://machinerelations.ai/index/domains/capecod.gov) | Academic and government source | 3 | 102 | 6 | Collecting observations |
| [Dastifysolutions.com](https://machinerelations.ai/index/domains/dastifysolutions.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Develophealth.ai](https://machinerelations.ai/index/domains/develophealth.ai) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Emagia.com](https://machinerelations.ai/index/domains/emagia.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Gedlawyers.com](https://machinerelations.ai/index/domains/gedlawyers.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Gtwlawyers.com](https://machinerelations.ai/index/domains/gtwlawyers.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Harvard.edu](https://machinerelations.ai/index/domains/harvard.edu) | Academic and government source | 3 | 102 | 6 | Collecting observations |
| [Healthysteps.org](https://machinerelations.ai/index/domains/healthysteps.org) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Hfma.org](https://machinerelations.ai/index/domains/hfma.org) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Hopkinsmedicine.org](https://machinerelations.ai/index/domains/hopkinsmedicine.org) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Imohealth.com](https://machinerelations.ai/index/domains/imohealth.com) | Academic and government source | 3 | 102 | 6 | Collecting observations |
| [Insurancelore.com](https://machinerelations.ai/index/domains/insurancelore.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Islandinsurance.com](https://machinerelations.ai/index/domains/islandinsurance.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Jpmorgan.com](https://machinerelations.ai/index/domains/jpmorgan.com) | Analyst and consulting research | 3 | 102 | 6 | Collecting observations |
| [Mayoclinic.org](https://machinerelations.ai/index/domains/mayoclinic.org) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Medwave.io](https://machinerelations.ai/index/domains/medwave.io) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Moneygeek.com](https://machinerelations.ai/index/domains/moneygeek.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Moneyhelper.org.uk](https://machinerelations.ai/index/domains/moneyhelper.org.uk) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Nationalinsuranceclaimsauthority.com](https://machinerelations.ai/index/domains/nationalinsuranceclaimsauthority.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Ncoa.org](https://machinerelations.ai/index/domains/ncoa.org) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Open.edu](https://machinerelations.ai/index/domains/open.edu) | Academic and government source | 3 | 102 | 6 | Collecting observations |
| [Paystand.com](https://machinerelations.ai/index/domains/paystand.com) | Vendor-owned source | 3 | 102 | 6 | Collecting observations |
| [Personalalarms.org](https://machinerelations.ai/index/domains/personalalarms.org) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Resolutai.com](https://machinerelations.ai/index/domains/resolutai.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Sage.com](https://machinerelations.ai/index/domains/sage.com) | Vendor-owned source | 3 | 102 | 6 | Collecting observations |
| [Salthealthops.com](https://machinerelations.ai/index/domains/salthealthops.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Thezebra.com](https://machinerelations.ai/index/domains/thezebra.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [Usnews.com](https://machinerelations.ai/index/domains/usnews.com) | Editorial publication | 3 | 102 | 6 | Collecting observations |
| [Wa.gov](https://machinerelations.ai/index/domains/wa.gov) | Academic and government source | 3 | 102 | 6 | Collecting observations |
| [Wexfordis.com](https://machinerelations.ai/index/domains/wexfordis.com) | Other observed source | 3 | 102 | 6 | Collecting observations |
| [36kr.com](https://machinerelations.ai/index/domains/36kr.com) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Allianz-trade.com](https://machinerelations.ai/index/domains/allianz-trade.com) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Allzonems.com](https://machinerelations.ai/index/domains/allzonems.com) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Ambci.org](https://machinerelations.ai/index/domains/ambci.org) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Arcadiarehab.ca](https://machinerelations.ai/index/domains/arcadiarehab.ca) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Arthritis.org](https://machinerelations.ai/index/domains/arthritis.org) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Avenuebillingservices.com](https://machinerelations.ai/index/domains/avenuebillingservices.com) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Be-tended.com](https://machinerelations.ai/index/domains/be-tended.com) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Beckershospitalreview.com](https://machinerelations.ai/index/domains/beckershospitalreview.com) | Editorial publication | 2 | 102 | 6 | Collecting observations |
| [Burniesway.com](https://machinerelations.ai/index/domains/burniesway.com) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Businessday.ng](https://machinerelations.ai/index/domains/businessday.ng) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Carolinaaccidentattorneys.com](https://machinerelations.ai/index/domains/carolinaaccidentattorneys.com) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Cicoa.org](https://machinerelations.ai/index/domains/cicoa.org) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Clearreceivables.com](https://machinerelations.ai/index/domains/clearreceivables.com) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Commercialcollectors.com](https://machinerelations.ai/index/domains/commercialcollectors.com) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Denialcodes.pro](https://machinerelations.ai/index/domains/denialcodes.pro) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Docus.ai](https://machinerelations.ai/index/domains/docus.ai) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Eaglerockcfo.com](https://machinerelations.ai/index/domains/eaglerockcfo.com) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Elderly.gov.hk](https://machinerelations.ai/index/domains/elderly.gov.hk) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Enablecomp.com](https://machinerelations.ai/index/domains/enablecomp.com) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Fathomhq.com](https://machinerelations.ai/index/domains/fathomhq.com) | Other observed source | 2 | 102 | 6 | Collecting observations |
| [Fema.gov](https://machinerelations.ai/index/domains/fema.gov) | Academic and government source | 2 | 102 | 6 | Collecting observations |
| [Fiercehealthcare.com](https://machinerelations.ai/index/domains/fiercehealthcare.com) | Editorial publication | 2 | 102 | 6 | Collecting observations |
| [Fintechbiznews.com](https://machinerelations.ai/index/domains/fintechbiznews.com) | Editorial publication | 2 | 102 | 6 | Collecting observations |
| [Flywire.com](https://machinerelations.ai/index/domains/flywire.com) | Editorial publication | 2 | 102 | 6 | Collecting observations |

## Citation

Healthcare Services / Problem-first research: collecting observations across 102 observed runs and 6 dates, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/categories/healthcare-services/problem_first.