{"id":"W4409194425","doi":"10.1101/2025.04.02.25325125","title":"Exploring two-way text messages for post-discharge follow-up and quality improvement in rural Uganda","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"B.C. Women's Hospital & Health Centre; University of British Columbia","funders":"BC Children's Hospital; Children's Hospital Foundation","keywords":"Quality (philosophy); Quality management; Geography; Business; Marketing; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02394828,0.000535883,0.000439391,0.001687368,0.001599421,0.002299626,0.001108205,0.0007968378,0.00361991],"category_scores_gemma":[0.05477739,0.0004247248,0.0005479899,0.001288063,0.0006024767,0.002097558,0.002250176,0.001015099,0.0004120054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002197568,"about_ca_system_score_gemma":0.00434509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002800737,"about_ca_topic_score_gemma":0.003609034,"domain_scores_codex":[0.9826632,0.01404365,0.001028963,0.0003261423,0.001005905,0.0009321361],"domain_scores_gemma":[0.96244,0.02480331,0.006713302,0.0008993892,0.003261064,0.001882917],"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":[0.002261912,0.004281912,0.2329084,0.00490566,0.0001579764,0.00104183,0.1370654,0.001171272,0.002209266,0.001267339,0.006448261,0.6062809],"study_design_scores_gemma":[0.002106399,0.03478974,0.6109129,0.009163565,0.0007326257,0.000755083,0.2538999,0.01282155,0.009795381,0.003327954,0.06130842,0.0003866047],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886456,0.0006688275,0.002457921,0.002931632,0.00008463577,0.001929457,0.0002892276,0.000119188,0.002873705],"genre_scores_gemma":[0.9835575,0.0006099977,0.0116821,0.0004686484,0.00004806654,0.002803598,0.0001119976,0.00001385522,0.0007043356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02394828,"threshold_uncertainty_score":0.1266521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109361172812119,"score_gpt":0.3242729689684375,"score_spread":0.2149117961563184,"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."}}