{"id":"W4409168097","doi":"10.1007/978-3-031-86370-7_7","title":"Chain of Portable Health Folders: A Systematic Literature Review","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Computer science","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":[0.02199722,0.0016984,0.008562746,0.02000487,0.001407143,0.00457271,0.002866467,0.003034099,0.0097837],"category_scores_gemma":[0.08200414,0.001977388,0.01229015,0.01532661,0.002387812,0.00590796,0.003715432,0.001830819,0.0006463502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0066759,"about_ca_system_score_gemma":0.0210496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01486699,"about_ca_topic_score_gemma":0.05646645,"domain_scores_codex":[0.9669268,0.01204416,0.0123775,0.002888205,0.004906578,0.0008569052],"domain_scores_gemma":[0.9169528,0.05682554,0.01754669,0.001773809,0.00604445,0.0008566572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004133408,0.00004318521,0.002873871,0.9462559,0.008954827,0.000123058,0.0006441299,0.00007514768,0.0001523004,0.0002022843,0.001597404,0.03866449],"study_design_scores_gemma":[0.0004969569,0.000435055,0.007546764,0.9150162,0.06394204,0.0004454907,0.001607186,0.00008941301,0.0002209096,0.0002778308,0.00984892,0.00007316359],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006163578,0.9896354,0.0004487245,0.0004237254,0.0001371299,0.00131566,0.001423809,0.00002437234,0.0004276727],"genre_scores_gemma":[0.07720023,0.9112066,0.004909581,0.001902862,0.0001050935,0.002862389,0.001400008,0.00003214148,0.0003811546],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02199722,"threshold_uncertainty_score":0.1163338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03460877071218977,"score_gpt":0.3454257081894211,"score_spread":0.3108169374772314,"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."}}