{"id":"W4413358462","doi":"10.5334/ijic.nacic24212","title":"Building of a Learning Health System surrounding Hospital Discharge: A toolbox for Sustainable Metrics from Implementation to Evaluation and Emulation","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Toolbox; Emulation; Engineering management; Computer science; Health care; Process management; Software engineering; Engineering; Psychology; Programming language","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":[],"category_scores_codex":[0.2290919,0.001590543,0.001758457,0.01043777,0.006538515,0.01749281,0.006529158,0.002544583,0.005010736],"category_scores_gemma":[0.2542182,0.000966711,0.001810813,0.009759629,0.009605351,0.02133909,0.02364787,0.006086068,0.001479348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02485513,"about_ca_system_score_gemma":0.09394959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02022749,"about_ca_topic_score_gemma":0.02639833,"domain_scores_codex":[0.8088824,0.1469907,0.01541493,0.007065108,0.01756507,0.004081864],"domain_scores_gemma":[0.6999981,0.1148994,0.03038056,0.06200948,0.0747109,0.01800168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003963698,0.001103759,0.07204758,0.00456397,0.0004134743,0.0002390262,0.01546642,0.02095957,0.001750225,0.1206275,0.07061768,0.6918145],"study_design_scores_gemma":[0.0004197299,0.00294139,0.0860406,0.01993894,0.0004135415,0.0002990172,0.04250599,0.04712639,0.009180682,0.3948166,0.3955089,0.0008081687],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08001354,0.004279416,0.6147262,0.2214922,0.002130328,0.01364217,0.01496657,0.004944911,0.04380471],"genre_scores_gemma":[0.2337935,0.002057526,0.7413892,0.004212594,0.0005115906,0.008799923,0.007102963,0.0005043075,0.001628472],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2290919,"threshold_uncertainty_score":0.950667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07609850032532006,"score_gpt":0.5107499146078738,"score_spread":0.4346514142825537,"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."}}