{"id":"W4406803098","doi":"10.18280/ijsdp.200126","title":"Trends in the Publication of the Effectiveness and Impact of Digitalization in Population Administration: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"International Journal of Sustainable Development and Planning","topic":"Socioeconomic and Demographic Analysis","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Lembaga Pengelola Dana Pendidikan","keywords":"Administration (probate law); Population; Systematic review; Political science; Medicine; MEDLINE; Environmental health; Law","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":[0.03847148,0.0009740239,0.005899206,0.0175679,0.0005961947,0.005662901,0.00195399,0.002910551,0.003283376],"category_scores_gemma":[0.1999691,0.00112976,0.007421952,0.02171488,0.001946468,0.005090698,0.003058507,0.002414546,0.0003461307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005968385,"about_ca_system_score_gemma":0.02105168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01224337,"about_ca_topic_score_gemma":0.030603,"domain_scores_codex":[0.9487423,0.01729227,0.02237322,0.002773668,0.007925288,0.0008931705],"domain_scores_gemma":[0.7447761,0.1946184,0.03856297,0.002288258,0.0179103,0.001843953],"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":[0.0004942208,0.00003250391,0.005229683,0.8880641,0.0154302,0.00009785403,0.000742253,0.0001286979,0.0001855897,0.0004499579,0.003245491,0.08589927],"study_design_scores_gemma":[0.0002982084,0.0002054025,0.01550207,0.8936404,0.06387631,0.0003900875,0.001069794,0.00009363233,0.0001953402,0.0005158142,0.024153,0.00005988629],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001127865,0.9974145,0.00008768828,0.0006394592,0.0001823737,0.00006499918,0.0002596023,0.000004977075,0.0002184505],"genre_scores_gemma":[0.01496158,0.9831009,0.0004103385,0.0009596058,0.0001696714,0.0001521949,0.0001742903,0.000008269853,0.00006307771],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03847148,"threshold_uncertainty_score":0.203459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0140421894448354,"score_gpt":0.3192283905995059,"score_spread":0.3051862011546705,"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."}}