{"id":"W7108082789","doi":"10.63332/joph.v4i2.3713","title":"The Role of Health Administration, Social Services, Health Informatics, and Public Health in Driving Digital Transformation in Healthcare Systems: An Integrative Review","year":2024,"lang":"","type":"article","venue":"Journal of Posthumanism","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Digital health; Health informatics; Health care; Public health informatics; Health Administration Informatics; Public health; Informatics; Big data; Digital transformation","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":[0.004816303,0.0009793399,0.001871289,0.01090061,0.0008712544,0.00425929,0.001244189,0.002025374,0.003413368],"category_scores_gemma":[0.01338241,0.0005979796,0.002515374,0.0114952,0.001641666,0.00462749,0.001425306,0.002077965,0.0005517598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002960007,"about_ca_system_score_gemma":0.009445061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005566258,"about_ca_topic_score_gemma":0.009439557,"domain_scores_codex":[0.9972402,0.001035984,0.0005624359,0.0003228587,0.0006783185,0.0001602279],"domain_scores_gemma":[0.9735338,0.02211127,0.002102994,0.0002072038,0.001742129,0.000302628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000106553,0.00009541023,0.002292505,0.4353215,0.001164658,0.0003182435,0.002326043,0.0004960495,0.0005460339,0.017382,0.01827171,0.5216794],"study_design_scores_gemma":[0.00004389273,0.0002334234,0.01134854,0.5292123,0.005107915,0.001617819,0.002823776,0.0004091555,0.0004336162,0.00753553,0.4411196,0.0001143647],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000191423,0.9982791,0.00009160189,0.0007905977,0.0001243893,0.00001298558,0.00001277575,0.000002864253,0.0004942204],"genre_scores_gemma":[0.002158958,0.9970195,0.000193033,0.0003557649,0.00015926,0.00002460896,0.00001177359,0.000001582853,0.00007544465],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01090061,"threshold_uncertainty_score":0.02547139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02566066843234626,"score_gpt":0.3557508117082475,"score_spread":0.3300901432759012,"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."}}