{"id":"W4409538758","doi":"10.1145/3729230","title":"An X Language-Driven Framework for Systematic Development of Digital Twin Healthcare Systems","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Multimedia Computing Communications and Applications","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Health care; Healthcare system; Human–computer interaction; Theoretical computer science; Multimedia; Data science","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":[0.0171227,0.001905805,0.0008614262,0.002803231,0.001473076,0.005081281,0.004573721,0.002136827,0.00594308],"category_scores_gemma":[0.025808,0.001730828,0.003568596,0.0014622,0.003882431,0.005730595,0.00631904,0.003894029,0.001635988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00258976,"about_ca_system_score_gemma":0.01081459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008230491,"about_ca_topic_score_gemma":0.007603178,"domain_scores_codex":[0.9879791,0.006243713,0.001330125,0.001115156,0.002726255,0.0006055811],"domain_scores_gemma":[0.9831308,0.01058489,0.001247282,0.002652427,0.001931757,0.0004529121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001046787,0.000192552,0.001734822,0.0008988436,0.000113002,0.001364296,0.002271959,0.2052118,0.00468752,0.7035537,0.003141362,0.07672542],"study_design_scores_gemma":[0.00009934939,0.0002085739,0.0003198287,0.0007595475,0.00008179759,0.0004417405,0.000677232,0.6126498,0.007876836,0.3087552,0.06804709,0.0000829342],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001626046,0.00006456223,0.9939914,0.0003884188,0.00002421471,0.0003489797,0.0001197602,0.0009839425,0.002452546],"genre_scores_gemma":[0.02563958,0.0001798301,0.9712199,0.0001349782,0.00001755541,0.0007130423,0.0004279856,0.000251557,0.001415565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0171227,"threshold_uncertainty_score":0.09055459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02700292043155542,"score_gpt":0.3169565889510105,"score_spread":0.289953668519455,"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."}}