{"id":"W4211117879","doi":"10.25646/8861","title":"Establishing a Mental Health Surveillance in Germany: Development of a framework concept and indicator set","year":2021,"lang":"en","type":"article","venue":"PubMed","topic":"Health and Medical Studies","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Mental health; Public health; Population; Psychology; Health promotion; Set (abstract data type); Citizen journalism; Promotion (chess); Environmental health; Medicine; Political science; Computer science; Psychiatry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1206232,0.00117764,0.001891186,0.02272508,0.002689227,0.009526165,0.002880832,0.001954927,0.001302847],"category_scores_gemma":[0.07917418,0.0009796867,0.002181326,0.02267213,0.004672674,0.009246602,0.008421519,0.002497155,0.0002576431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02240811,"about_ca_system_score_gemma":0.05572803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02910138,"about_ca_topic_score_gemma":0.01874217,"domain_scores_codex":[0.9392142,0.04042501,0.01111071,0.00272065,0.004910839,0.001618792],"domain_scores_gemma":[0.9381381,0.03550745,0.007728044,0.003090048,0.01339982,0.002136659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002893324,0.0005180304,0.07423898,0.01266913,0.0006152808,0.0005214664,0.03150285,0.01971624,0.001673557,0.3874258,0.0144646,0.4563647],"study_design_scores_gemma":[0.0005244525,0.001741579,0.1877351,0.0485658,0.001704882,0.0008176688,0.07478249,0.06705976,0.005481075,0.2445817,0.3661456,0.0008598688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1485562,0.01913363,0.7025021,0.03710555,0.0009252041,0.04187049,0.01500292,0.0008940326,0.03400999],"genre_scores_gemma":[0.1899025,0.005352722,0.7723382,0.0008756934,0.00009323125,0.0224803,0.008192927,0.00004396245,0.0007204961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1206232,"threshold_uncertainty_score":0.637924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07188176857646864,"score_gpt":0.3957865873932323,"score_spread":0.3239048188167637,"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."}}