{"id":"W4403816612","doi":"10.1093/eurpub/ckae144.1050","title":"How advanced is your digital public health system? A qualitative analysis of suitable indicators","year":2024,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Qualitative analysis; Public health; Digital health; Qualitative research; Environmental health; Computer science; Data science; Business; Medicine; Political science; Sociology; Health care; Nursing; Social 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":[0.05413932,0.000502496,0.001233051,0.008939847,0.00379289,0.006817111,0.001386743,0.001724223,0.00433686],"category_scores_gemma":[0.1319612,0.0005256242,0.000750906,0.01079783,0.005755183,0.008570643,0.005630713,0.002323115,0.0003146386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01353729,"about_ca_system_score_gemma":0.01298378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006756267,"about_ca_topic_score_gemma":0.00598111,"domain_scores_codex":[0.9541059,0.03458562,0.00340736,0.001752123,0.00419707,0.001951906],"domain_scores_gemma":[0.875258,0.1008217,0.006119896,0.001454795,0.0143204,0.002025235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009401138,0.0000427599,0.009139449,0.01063633,0.00004659479,0.0007880348,0.9166179,0.000219822,0.0006978572,0.02399031,0.003082113,0.03464494],"study_design_scores_gemma":[0.00001107616,0.00006426567,0.004806614,0.007956364,0.00004630507,0.0001785027,0.9414113,0.00026443,0.0005631465,0.003854082,0.04080402,0.0000399766],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8204756,0.02955462,0.04086101,0.04238588,0.0006546422,0.00602363,0.009913445,0.0001165757,0.05001459],"genre_scores_gemma":[0.9675504,0.01047246,0.01234854,0.002615251,0.00005482416,0.003972976,0.0008939749,0.00006788551,0.002023602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05413932,"threshold_uncertainty_score":0.2863195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.136339622299553,"score_gpt":0.416857356315161,"score_spread":0.2805177340156081,"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."}}