{"id":"W4409915446","doi":"10.2196/51122","title":"mHealth Apps Available in Italy to Support Health Care Professionals in Antimicrobial Stewardship Implementation: Systematic Search in App Stores and Content Analysis","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Android (operating system); Health care; App store; Checklist; Medicine; Internet privacy; World Wide Web; Computer science; Nursing; Psychology; Psychological intervention; Political science","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":[0.01658144,0.001150661,0.003488458,0.0348743,0.0009654582,0.001971524,0.001208791,0.001127838,0.003225028],"category_scores_gemma":[0.04660256,0.0009206021,0.002974598,0.01909016,0.001148528,0.003030136,0.003495451,0.0007738564,0.000510168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002226036,"about_ca_system_score_gemma":0.01086012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004963413,"about_ca_topic_score_gemma":0.01330113,"domain_scores_codex":[0.9874966,0.003807862,0.005565731,0.0007709491,0.001925013,0.0004337786],"domain_scores_gemma":[0.9337747,0.05185432,0.008650861,0.001176348,0.004079226,0.0004645515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0008964299,0.000202849,0.0203201,0.7725628,0.002257372,0.001032,0.01650201,0.0001682938,0.001504241,0.0006979203,0.005238627,0.1786175],"study_design_scores_gemma":[0.0009138105,0.00142705,0.09869103,0.7821941,0.02136406,0.001709661,0.02218296,0.0007312718,0.001783227,0.000977673,0.06780647,0.0002187802],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2993212,0.589842,0.006409558,0.00268627,0.0003442528,0.05413534,0.03776101,0.000322299,0.009178043],"genre_scores_gemma":[0.4689428,0.3804587,0.03661508,0.003423088,0.0003066922,0.08850718,0.01938724,0.0001435999,0.002215716],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0348743,"threshold_uncertainty_score":0.08769214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1185542213376599,"score_gpt":0.5092887448246662,"score_spread":0.3907345234870063,"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."}}