Healthcare Services

Published segment leaderboard

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

This leaderboard uses only the Healthcare Services / Problem-first research segment denominator: 216 observed answer runs across 12 dates.

MarkdownPublic JSONRelease manifest
StatePublished

Evidence floor met in this release.

Observed runs216

Segment-specific denominator. Not the overall domain denominator.

Run dates12

Release floor: 7 dates.

Observed domains433

Only released domains with evidence in this exact segment.

Leaderboard

Segment-specific cited sources

Rates, runs and rank are the producer's segment-specific values. Overall domain rates and engine breadth are not used as category rates.

RankSourceSource roleCitation rateCited runsObserved runsRun dates
#1 of 433YouTubeyoutube.comSearch or media platform12.04%2621612
#2 of 433Mdclarity.commdclarity.comOther observed source9.72%2121612
#3 of 433Medicalbillersandcoders.commedicalbillersandcoders.comVendor-owned source6.48%1421612
#4 of 433Revecore.comrevecore.comOther observed source6.48%1421612
#5 of 433NIHnih.govAcademic and government source6.02%1321612
#6 of 433Aha.orgaha.orgAcademic and government source5.56%1221612
#7 of 433Agingcare.comagingcare.comOther observed source5.09%1121612
#8 of 433Medwave.iomedwave.ioOther observed source5.09%1121612
#9 of 433Qualigenix.comqualigenix.comOther observed source5.09%1121612
#10 of 433Scienceinsights.orgscienceinsights.orgOther observed source5.09%1121612
#11 of 433Thezebra.comthezebra.comOther observed source5.09%1121612
#12 of 433Alliedpa.comalliedpa.comOther observed source4.63%1021612
#13 of 433Emagia.comemagia.comOther observed source4.63%1021612
#14 of 433Uchicagomedicine.orguchicagomedicine.orgOther observed source4.63%1021612
#15 of 433Kff.orgkff.orgAcademic and government source4.17%921612
#16 of 433Muni.healthmuni.healthOther observed source4.17%921612
#17 of 433Qxglobalgroup.comqxglobalgroup.comOther observed source4.17%921612
#18 of 433Aptarro.comaptarro.comOther observed source3.70%821612
#19 of 433Beckerspayer.combeckerspayer.comOther observed source3.70%821612
#20 of 433Cdc.govcdc.govAcademic and government source3.70%821612
#21 of 433Gomedicalbilling.comgomedicalbilling.comOther observed source3.70%821612
#22 of 433Harvard.eduharvard.eduAcademic and government source3.70%821612
#23 of 433Hfma.orghfma.orgOther observed source3.70%821612
#24 of 433Highradius.comhighradius.comOther observed source3.70%821612
#25 of 433Quadient.comquadient.comOther observed source3.70%821612
#26 of 433Quickintell.comquickintell.comOther observed source3.70%821612
#27 of 433TechTargettechtarget.comEditorial publication3.70%821612
#28 of 433Trevipay.comtrevipay.comOther observed source3.70%821612
#29 of 433Yahoo Newsyahoo.comEditorial publication3.70%821612
#30 of 433Asprcmsolutions.comasprcmsolutions.comOther observed source3.24%721612
#31 of 433Cnb.comcnb.comOther observed source3.24%721612
#32 of 433Medprecisionbilling.commedprecisionbilling.comOther observed source3.24%721612
#33 of 433Recoupops.comrecoupops.comOther observed source3.24%721612
#34 of 433Allianz-trade.comallianz-trade.comOther observed source2.78%621612
#35 of 433Altair-health.comaltair-health.comOther observed source2.78%621612
#36 of 433Becker's Hospital Reviewbeckershospitalreview.comEditorial publication2.78%621612
#37 of 433Bill.combill.comOther observed source2.78%621612
#38 of 433Bpm.combpm.comOther observed source2.78%621612
#39 of 433Clearreceivables.comclearreceivables.comOther observed source2.78%621612
#40 of 433Dastifysolutions.comdastifysolutions.comOther observed source2.78%621612
#41 of 433Enjoincdi.comenjoincdi.comOther observed source2.78%621612
#42 of 433Fightinsurancedenials.comfightinsurancedenials.comOther observed source2.78%621612
#43 of 433LinkedInlinkedin.comCommunity and social platform2.78%621612
#44 of 433Mayoclinic.orgmayoclinic.orgOther observed source2.78%621612
#45 of 433Networkhealth.comnetworkhealth.comOther observed source2.78%621612
#46 of 433Pinnacleiii.compinnacleiii.comOther observed source2.78%621612
#47 of 433Practolytics.compractolytics.comOther observed source2.78%621612
#48 of 433Ramp.comramp.comVendor-owned source2.78%621612
#49 of 433Aarp.orgaarp.orgAcademic and government source2.31%521612
#50 of 433Accountsreceivable.aiaccountsreceivable.aiOther observed source2.31%521612
#51 of 433Ageuk.org.ukageuk.org.ukOther observed source2.31%521612
#52 of 433Arcadiarehab.caarcadiarehab.caOther observed source2.31%521612
#53 of 433Bizforce.combizforce.comOther observed source2.31%521612
#54 of 433Experian.comexperian.comVendor-owned source2.31%521612
#55 of 433Fallpreventionfoundation.orgfallpreventionfoundation.orgAcademic and government source2.31%521612
#56 of 433Kolleno.comkolleno.comOther observed source2.31%521612
#57 of 433LegalClaritylegalclarity.orgEditorial publication2.31%521612
#58 of 433Medheave.commedheave.comOther observed source2.31%521612
#59 of 433Modmed.commodmed.comOther observed source2.31%521612
#60 of 433Moneyhelper.org.ukmoneyhelper.org.ukOther observed source2.31%521612
#61 of 433Netsuite.comnetsuite.comOther observed source2.31%521612
#62 of 433Nhs.uknhs.ukOther observed source2.31%521612
#63 of 433Physicianspractice.comphysicianspractice.comOther observed source2.31%521612
#64 of 433Synovus.comsynovus.comOther observed source2.31%521612
#65 of 433Upflow.ioupflow.ioOther observed source2.31%521612
#66 of 433U.S. News & World Reportusnews.comEditorial publication2.31%521612
#67 of 433A-zmedicalbillingandconsulting.coma-zmedicalbillingandconsulting.comOther observed source1.85%421612
#68 of 433Aapc.comaapc.comOther observed source1.85%421612
#69 of 433Ama-assn.orgama-assn.orgAcademic and government source1.85%421612
#70 of 433Ambci.orgambci.orgOther observed source1.85%421612
#71 of 433Brightstarcare.combrightstarcare.comOther observed source1.85%421612
#72 of 433Capecod.govcapecod.govAcademic and government source1.85%421612
#73 of 433Combinehealth.aicombinehealth.aiOther observed source1.85%421612
#74 of 433Commandbilling.comcommandbilling.comOther observed source1.85%421612
#75 of 433Develophealth.aidevelophealth.aiOther observed source1.85%421612
#76 of 433Elderly.gov.hkelderly.gov.hkOther observed source1.85%421612
#77 of 433Hopkinsmedicine.orghopkinsmedicine.orgOther observed source1.85%421612
#78 of 433Hotchkissinsurance.comhotchkissinsurance.comOther observed source1.85%421612
#79 of 433Intuit.comintuit.comOther observed source1.85%421612
#80 of 433Islandinsurance.comislandinsurance.comOther observed source1.85%421612
#81 of 433Jpmorgan.comjpmorgan.comAnalyst and consulting research1.85%421612
#82 of 433Ncoa.orgncoa.orgAcademic and government source1.85%421612
#83 of 433Optum.comoptum.comOther observed source1.85%421612
#84 of 433Paystand.compaystand.comVendor-owned source1.85%421612
#85 of 433Salthealthops.comsalthealthops.comOther observed source1.85%421612
#86 of 433Tormano.comtormano.comOther observed source1.85%421612
#87 of 433Tratta.iotratta.ioOther observed source1.85%421612
#88 of 433Unitypoint.orgunitypoint.orgOther observed source1.85%421612
#89 of 433Wa.govwa.govAcademic and government source1.85%421612
#90 of 433Xero.comxero.comOther observed source1.85%421612
#91 of 433Accessonepay.comaccessonepay.comOther observed source1.39%321612
#92 of 433Agesafeamerica.comagesafeamerica.comOther observed source1.39%321612
#93 of 433Agicap.comagicap.comOther observed source1.39%321612
#94 of 433Americareny.comamericareny.comOther observed source1.39%321612
#95 of 433Arthritis.orgarthritis.orgAcademic and government source1.39%321612
#96 of 433Austintexas.govaustintexas.govAcademic and government source1.39%321612
#97 of 433Be-tended.combe-tended.comOther observed source1.39%321612
#98 of 433Billmatters.combillmatters.comOther observed source1.39%321612
#99 of 433Billtrust.combilltrust.comOther observed source1.39%321612
#100 of 433Bloombergbloomberg.comEditorial publication1.39%321612

Showing the first 100 rows from 433 observed domains.

Cite this
Citation
Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai. Healthcare Services / Problem-first research: 433 observed source domains in the leaderboard, measured on 216 observed runs across 12 distinct run dates, 2026-05-10 to 2026-11-02. Release mri_score_v2.1+2026-11-02+f9aaeca0db15. https://machinerelations.ai/index/categories/healthcare-services/problem_first. CC BY 4.0.
APA
Parrott, J. (2026). Healthcare Services / Problem-first research in the Machine Relations Index (Version mri_score_v2.1+2026-11-02+f9aaeca0db15) [Data set]. Machine Relations Research. https://machinerelations.ai/index/categories/healthcare-services/problem_first https://doi.org/10.5281/zenodo.23652423
BibTeX
@misc{parrott2026mrihealthcareservicesproblemfirst,
  author = {Parrott, Jaxon},
  title = {Healthcare Services / Problem-first research in the Machine Relations Index},
  year = {2026},
  version = {mri\_score\_v2.1+2026-11-02+f9aaeca0db15},
  publisher = {Machine Relations Research},
  url = {https://machinerelations.ai/index/categories/healthcare-services/problem_first},
  doi = {10.5281/zenodo.23652423},
  license = {CC-BY-4.0},
  note = {Machine Relations Index (MRI), Machine Relations Research — machinerelations.ai}
}

CITATION.cff

Release and boundary

What this segment measures

Published November 2, 2026. The observation window runs May 10, 2026 to November 2, 2026. Methodology v2.1.

MRI measures observed root-domain citations inside monitored prompts. Segment rates are conditional on this sample and do not claim recommendation quality, traffic, placement availability, or commercial performance.

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