{"id":"W7115810084","doi":"","title":"BEST PRACTICES FOR DATA QUALITY ASSURANCE FOR HOSPITAL ELECTRONIC MEDICAL RECORD RESEARCH PLATFORMS","year":2025,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Checklist; Data quality; Quality assurance; Best practice; Data collection; Quality (philosophy); Medical record; Quality management; Scale (ratio)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7849582,0.003450071,0.006451742,0.02815673,0.01134609,0.03682921,0.01595122,0.01090827,0.008468338],"category_scores_gemma":[0.8495936,0.004741794,0.01232318,0.03284363,0.01694784,0.0241801,0.02349536,0.01989906,0.007602034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0450142,"about_ca_system_score_gemma":0.218548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05914477,"about_ca_topic_score_gemma":0.04436445,"domain_scores_codex":[0.1190206,0.6172389,0.1458956,0.01495305,0.09764179,0.005250128],"domain_scores_gemma":[0.03891353,0.3934548,0.04287184,0.1653737,0.351108,0.008278145],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004956445,0.0004529089,0.01569361,0.03402565,0.001432261,0.0004783659,0.03492525,0.00291222,0.001946084,0.05937251,0.1443891,0.7038764],"study_design_scores_gemma":[0.0007594075,0.0006485814,0.01848825,0.1594351,0.001184352,0.00072966,0.01409296,0.00796854,0.005144626,0.06518267,0.7255872,0.0007785731],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00656969,0.02537828,0.6347185,0.1986397,0.007346891,0.07283069,0.006741855,0.009345929,0.03842836],"genre_scores_gemma":[0.02091986,0.007035249,0.9190001,0.01114032,0.0008693257,0.03533157,0.003206148,0.0009023876,0.00159496],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2150418,"threshold_uncertainty_score":0.3266024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2453360527449873,"score_gpt":0.5122893774843007,"score_spread":0.2669533247393133,"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."}}