{"id":"W4396952743","doi":"10.1016/j.jadohealth.2024.02.010","title":"Indicators to Measure Adolescent Health at the Country, Regional, and Global Levels: Results of a Five-Year Selection Process by the Global Action for the Measurement of Adolescent Health","year":2024,"lang":"en","type":"article","venue":"Journal of Adolescent Health","topic":"Adolescent Sexual and Reproductive Health","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"World Health Organization; Medical Research Council; Bill and Melinda Gates Foundation","keywords":"Adolescent health; Measure (data warehouse); Action (physics); Selection (genetic algorithm); Global health; Psychology; Health indicator; Process (computing); Environmental health; Political science; Medicine; Public health; Population; Computer science; Data mining","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","sts"],"consensus_categories":[],"category_scores_codex":[0.01526076,0.0005482114,0.001204738,0.0002094289,0.002408557,0.00004237149,0.0006832858,0.0002471814,0.00001005993],"category_scores_gemma":[0.0005758725,0.0002890406,0.0002925124,0.001687586,0.0003778345,0.0001927901,0.0001904678,0.001955124,0.000007494757],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007969602,"about_ca_system_score_gemma":0.01130694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001238351,"about_ca_topic_score_gemma":0.002775084,"domain_scores_codex":[0.9892063,0.002314871,0.003475939,0.0008445445,0.002793436,0.001364939],"domain_scores_gemma":[0.9923688,0.00031543,0.004234707,0.0006569195,0.001536462,0.000887719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.009433458,0.001895037,0.02572109,0.01908375,0.0003902534,7.776114e-7,0.00959905,0.0004379668,0.00008331263,0.0008428278,0.882516,0.04999646],"study_design_scores_gemma":[0.006910613,0.004892139,0.5164303,0.02577364,0.0002224561,0.0002072938,0.03357978,0.00041275,0.0001166853,0.0004182507,0.4104408,0.0005953665],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09896201,0.09419389,0.01564025,0.7573043,0.0109196,0.0197497,0.002969759,0.0001665937,0.00009385365],"genre_scores_gemma":[0.9713817,0.007975053,0.0001399946,0.01738329,0.002837008,0.00007055565,0.00002631943,0.00006707333,0.0001190389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8724197,"threshold_uncertainty_score":0.9999562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1713198456617049,"score_gpt":0.4575138352638882,"score_spread":0.2861939896021833,"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."}}