{"id":"W4405201719","doi":"10.3389/frhs.2024.1425353","title":"Comprehensive scoping review of palliative care development in Africa: recent advances and persistent gaps","year":2024,"lang":"en","type":"review","venue":"Frontiers in Health Services","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Palliative care; Medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003214222,0.0004156468,0.003772289,0.0004824207,0.00003056065,0.00000591004,0.000165261,0.0001614469,0.000008671217],"category_scores_gemma":[0.00003428798,0.0003222192,0.0002132331,0.0008070768,0.00007118395,0.00005890107,0.0001190315,0.0003929335,0.000002279038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000737616,"about_ca_system_score_gemma":0.001345731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000087441,"about_ca_topic_score_gemma":0.0001779234,"domain_scores_codex":[0.9967365,0.0002440177,0.001751651,0.0005289519,0.000364954,0.0003739321],"domain_scores_gemma":[0.9983783,0.0001397619,0.0008341056,0.0002375626,0.0002656567,0.0001446562],"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":[0.0000124794,0.000020317,0.001028467,0.6546019,0.0001035265,0.00001049907,0.008468851,4.487164e-7,4.638769e-9,0.00000142755,0.0001168699,0.3356352],"study_design_scores_gemma":[0.0001526469,0.0000781286,0.00002494605,0.5081762,0.0001762019,8.078818e-7,0.006447508,0.000001713608,4.339511e-7,0.000003197096,0.4848296,0.0001085972],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001587799,0.9962711,0.000005662969,0.0001508432,0.0005594571,0.002709262,0.00005176087,0.00001419615,0.0002218497],"genre_scores_gemma":[0.000001965128,0.9892022,0.00996235,0.0003261706,0.00004021332,0.0001979943,0.0002215025,0.00003230128,0.00001528726],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4847127,"threshold_uncertainty_score":0.999923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.184280897469713,"score_gpt":0.4704739507434417,"score_spread":0.2861930532737286,"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."}}