{"id":"W4412046406","doi":"10.1177/08404704251355187","title":"Health data access, quality, and use: Factors impacting physician performance","year":2025,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; College of Physicians and Surgeons of Ontario","funders":"","keywords":"Quality (philosophy); Health care; Public health; Business; Harm; Interoperability; Health literacy; Medicine; Environmental health; Nursing; Computer science; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01805775,0.0002110444,0.0002613777,0.00126733,0.001219548,0.003689697,0.0006364593,0.0007272291,0.005015645],"category_scores_gemma":[0.1492147,0.0002111162,0.0005143444,0.002496133,0.001212593,0.002739292,0.001780232,0.001195994,0.001176285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001743018,"about_ca_system_score_gemma":0.004104114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01086733,"about_ca_topic_score_gemma":0.009933346,"domain_scores_codex":[0.9778577,0.01119755,0.002863303,0.0008746299,0.005585465,0.00162136],"domain_scores_gemma":[0.7561677,0.1466951,0.05911192,0.006312814,0.01778494,0.01392739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000160849,0.0002183519,0.9681154,0.0001074173,0.00008829631,0.00006427179,0.001861068,0.0002478635,0.0001555399,0.000323496,0.001837566,0.02681986],"study_design_scores_gemma":[0.0000136015,0.0002433967,0.9885865,0.00017606,0.00005132094,0.0002295384,0.004310175,0.00107893,0.0004169863,0.0006892046,0.00417547,0.00002882399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714624,0.001659903,0.001463825,0.01363673,0.00006804924,0.00007472735,0.0006476121,0.00005744668,0.0109293],"genre_scores_gemma":[0.9977076,0.0002964604,0.0007198965,0.0004926325,0.00006024189,0.0000152741,0.0001746891,0.00001598124,0.000517089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01805775,"threshold_uncertainty_score":0.09549963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2780121935137275,"score_gpt":0.5531955638230858,"score_spread":0.2751833703093583,"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."}}