{"id":"W4414987816","doi":"10.18502/mshsj.v10i2.19843","title":"Identifying the Dimensions and Challenges of Using Digital Innovation in Hospitals: A Systematic Review Study","year":2025,"lang":"en","type":"article","venue":"Quarterly Journal of Management Strategies in Health System","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Health care; Scale (ratio); Digital health; Big data; Key (lock); Persian; Resource (disambiguation); Information security","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001759689,0.00009267552,0.0004235813,0.0004668017,0.00002365506,0.00004856556,0.0001238456,0.00002283187,2.572604e-7],"category_scores_gemma":[0.00001679168,0.00006564103,0.00002186995,0.0006296704,0.00001434725,0.0002571283,0.00001159566,0.0001283423,1.912026e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001473379,"about_ca_system_score_gemma":0.00003062576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001633032,"about_ca_topic_score_gemma":0.000008096694,"domain_scores_codex":[0.9981208,0.00009421479,0.001407809,0.00007190825,0.0001831754,0.0001221288],"domain_scores_gemma":[0.9994322,0.00007022398,0.0002901193,0.0001371033,0.00005108453,0.00001925107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002826844,0.00006693691,0.0002940085,0.979445,0.0001079715,0.00001035464,0.003567166,0.001082654,0.000002531283,0.0131183,0.00002299048,0.002279236],"study_design_scores_gemma":[0.0007514599,0.0003729835,0.01730671,0.5946785,0.000124706,0.0000362554,0.3769586,0.008680981,6.241356e-7,0.0009137674,0.00001411745,0.0001612933],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7617669,0.2230347,0.009608355,0.001143241,0.001299769,0.002631511,0.000001512679,0.00004657369,0.0004673745],"genre_scores_gemma":[0.9955551,0.004291869,0.00009817475,0.00001012764,0.00001219738,0.00002419645,3.017488e-7,0.00000569061,0.000002359686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3847665,"threshold_uncertainty_score":0.2676764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02870753200119336,"score_gpt":0.3069843968441484,"score_spread":0.2782768648429551,"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."}}