{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.05593278,0.0004539346,0.002566637,0.005429507,0.000291981,0.0007453253,0.0005313322,0.0001153609,0.00008981147],"category_scores_gemma":[0.002125397,0.0003508526,0.00086084,0.007695063,0.0001704037,0.001630078,0.0001005939,0.001376869,0.00003428599],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002086491,"about_ca_system_score_gemma":0.02126823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003778564,"about_ca_topic_score_gemma":0.00003060279,"domain_scores_codex":[0.9797587,0.01080948,0.004418011,0.0007504579,0.002242278,0.002021053],"domain_scores_gemma":[0.9898695,0.0005178912,0.002902721,0.0007564782,0.001341745,0.004611691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003677968,0.0005821065,0.005853358,0.01032502,0.004520881,0.0004274983,0.1318375,0.000003199601,0.00001333205,0.01091856,0.01879907,0.8166827],"study_design_scores_gemma":[0.001792337,0.004714716,0.02244922,0.002227459,0.0001734193,0.0007633209,0.1168326,0.0003749821,0.000002638744,0.00001301244,0.8502848,0.0003715249],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2544498,0.02636694,0.0866952,0.6182106,0.002222916,0.001635594,0.001259872,0.0003734861,0.008785509],"genre_scores_gemma":[0.9926347,0.0006483177,0.001169608,0.00318734,0.0006841348,0.000005717436,0.0001183645,0.0001242785,0.001427503],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8314857,"threshold_uncertainty_score":0.9998943,"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."}}