{"id":"W4413326583","doi":"10.1177/2327857925141007","title":"HIMMS Stage 5… but still using paper? A human-centered workflow approach to assessing digital maturity","year":2025,"lang":"en","type":"article","venue":"Proceedings of the International Symposium on Human Factors and Ergonomics in Health Care","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thinkpath Engineering Services (Canada); Sinai Health System","funders":"","keywords":"Workflow; Stage (stratigraphy); Maturity (psychological); Computer science; Psychology; Biology; Database; Developmental 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":[0.02031151,0.0004928941,0.0004010985,0.005095876,0.001158458,0.004506929,0.001118614,0.0007802563,0.003548548],"category_scores_gemma":[0.04869479,0.0002464541,0.001446147,0.0032088,0.001148182,0.004062988,0.002466271,0.00121268,0.0009895726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00229312,"about_ca_system_score_gemma":0.005344384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003165048,"about_ca_topic_score_gemma":0.006998972,"domain_scores_codex":[0.9837419,0.00632281,0.003159795,0.0007548161,0.004999877,0.001020887],"domain_scores_gemma":[0.9471089,0.01404254,0.01610214,0.003714712,0.01604433,0.002987315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005132079,0.000993915,0.6322215,0.001166209,0.0002247604,0.0002763546,0.01815741,0.00187318,0.004565612,0.02118163,0.007108819,0.3117175],"study_design_scores_gemma":[0.0001196459,0.003265529,0.8027011,0.001774148,0.0002908803,0.001264722,0.05294606,0.02654469,0.01665914,0.04097476,0.05314028,0.0003191062],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.833038,0.0007173148,0.1093849,0.005081978,0.0002335664,0.002683518,0.001873057,0.0006579263,0.04632974],"genre_scores_gemma":[0.8890666,0.0003195596,0.1038527,0.0004827079,0.00003988159,0.00138765,0.0006758925,0.00005277596,0.004122348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02031151,"threshold_uncertainty_score":0.1074188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08984995107042952,"score_gpt":0.3730068386926894,"score_spread":0.2831568876222598,"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."}}