{"id":"W3176972568","doi":"10.1542/peds.2021-050693c","title":"The Potential for Improving the Population Health Effectiveness of Screening: A Simulation Study","year":2021,"lang":"en","type":"review","venue":"PEDIATRICS","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Population; Psychological intervention; Mental health; Context (archaeology); Health care; Depression (economics); Psychiatry; Environmental health","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":[0.01347283,0.001034392,0.001089333,0.001028308,0.0005652379,0.001062841,0.001522533,0.001927699,0.004038831],"category_scores_gemma":[0.05610302,0.0005380571,0.001849057,0.0009110807,0.001184319,0.001590335,0.001380585,0.001670369,0.0001227235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003211109,"about_ca_system_score_gemma":0.003167102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0160012,"about_ca_topic_score_gemma":0.008067367,"domain_scores_codex":[0.9928274,0.006053389,0.00015541,0.0002978935,0.0002156058,0.0004502898],"domain_scores_gemma":[0.8797808,0.1111667,0.003736462,0.001941585,0.001986768,0.00138753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002340554,0.002389643,0.0281014,0.0003164524,0.0006212812,0.000151121,0.0003049085,0.9484695,0.0004072791,0.006612028,0.0007793433,0.009506536],"study_design_scores_gemma":[0.001714115,0.004902171,0.009181495,0.0001696692,0.0006645467,0.0001274746,0.0004109092,0.9726203,0.0008350249,0.008442188,0.0008778519,0.00005422644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9700678,0.000580957,0.02027755,0.001353994,0.00006890871,0.0006839818,0.0004970224,0.00006669797,0.00640303],"genre_scores_gemma":[0.9932508,0.0001699149,0.005765975,0.0001439971,0.00001208651,0.0003238532,0.00008438222,0.000005399929,0.0002435801],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0160012,"threshold_uncertainty_score":0.07125205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09329471647860586,"score_gpt":0.4790535997265744,"score_spread":0.3857588832479685,"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."}}