{"id":"W4413073034","doi":"10.2196/60219","title":"Patient-Centered Outpatient Process Optimization System Based on Intelligent Guidance in a Large Tertiary Hospital in China: Implementation Report","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Process (computing); Medicine; Computer science; Medical emergency; Hospital information system; Information system; Engineering; Operating system; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002750329,0.0007300378,0.0006511845,0.0008917812,0.0007836687,0.0009148625,0.001209826,0.000546171,0.002239419],"category_scores_gemma":[0.003105288,0.0002789087,0.0007047894,0.000664618,0.0004085008,0.0006977634,0.001240391,0.0005794198,0.0003476136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001977944,"about_ca_system_score_gemma":0.005592125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01972517,"about_ca_topic_score_gemma":0.009421668,"domain_scores_codex":[0.9983054,0.0003691238,0.0002080905,0.0002611364,0.0005276831,0.0003284875],"domain_scores_gemma":[0.997829,0.0002963128,0.0002009715,0.0001698358,0.0008442059,0.0006596155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003880806,0.01443694,0.3957249,0.002007541,0.0004417958,0.003639628,0.006180827,0.03353224,0.04359779,0.001719863,0.01842538,0.4764123],"study_design_scores_gemma":[0.002615697,0.01860501,0.5286607,0.000301463,0.001013656,0.001313562,0.007890368,0.3724141,0.04000187,0.0007056636,0.02597114,0.0005067007],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811236,0.0003686035,0.01271707,0.0005142109,0.00005693441,0.001391554,0.0004443359,0.001573299,0.001810251],"genre_scores_gemma":[0.9736139,0.0004103608,0.02274054,0.0001999899,0.00003561299,0.0006556064,0.001007379,0.0000459197,0.001290686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01972517,"threshold_uncertainty_score":0.03922075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762393492560014,"score_gpt":0.405974343621516,"score_spread":0.3883504086959158,"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."}}