{"id":"W7154219208","doi":"10.2196/80321","title":"Mobile Health in Home-Based Palliative Care: A Realist Review of Contextual Factors and Mechanisms Influencing Outcomes (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"mHealth; Context (archaeology); Qualitative research; Digital health; eHealth; Health care; Mobile phone","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":[0.01278072,0.0005196673,0.001891598,0.003123862,0.0006589495,0.004506641,0.000927286,0.001468842,0.002713019],"category_scores_gemma":[0.03759547,0.0005686317,0.002191427,0.004914559,0.00164805,0.002866842,0.001969272,0.00227041,0.0002706425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003045006,"about_ca_system_score_gemma":0.008753933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01007922,"about_ca_topic_score_gemma":0.02326652,"domain_scores_codex":[0.9949418,0.00245884,0.001080461,0.0006031718,0.0006648273,0.0002508928],"domain_scores_gemma":[0.9550872,0.0384935,0.003695622,0.0005381418,0.001827098,0.0003583638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000530766,0.0002516844,0.04199189,0.1867135,0.003825005,0.0002430878,0.005015365,0.0004485352,0.0003448299,0.01108296,0.007639459,0.7419129],"study_design_scores_gemma":[0.0001837569,0.0008531692,0.2223407,0.5591143,0.0154876,0.00133086,0.01276391,0.000444206,0.0007828586,0.008335662,0.1781275,0.000235331],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003423277,0.9935834,0.000198619,0.001968095,0.0001639952,0.00003246976,0.0001038048,0.000002902326,0.0005234545],"genre_scores_gemma":[0.0303546,0.9669148,0.0007384727,0.001405132,0.0002813889,0.0001095099,0.00008517122,0.000005923041,0.000104905],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01278072,"threshold_uncertainty_score":0.06759173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06926506630066871,"score_gpt":0.4656091766565688,"score_spread":0.3963441103559001,"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."}}