{"id":"W4225002580","doi":"10.1016/s0140-6736(21)02725-2","title":"What can work and how? An overview of evidence-based interventions and delivery strategies to support health and human development from before conception to 20 years","year":2022,"lang":"en","type":"article","venue":"The Lancet","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Global Health Research; Hospital for Sick Children","funders":"","keywords":"Psychological intervention; Mental health; Human development (humanity); Child development; Child mortality; Work (physics); Variety (cybernetics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0002608309,0.00005935338,0.000222431,0.000028574,0.0001160712,0.00004343793,0.00006090176,0.00001076549,0.00005136431],"category_scores_gemma":[0.000004821117,0.00004121253,0.00001383145,0.00006815662,0.00003077417,0.00008326539,0.00008460192,0.00007467188,5.350021e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005031878,"about_ca_system_score_gemma":0.0001193826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006885108,"about_ca_topic_score_gemma":0.001947445,"domain_scores_codex":[0.99942,0.00007544097,0.0001247456,0.0001271485,0.0001296715,0.0001229853],"domain_scores_gemma":[0.9996453,0.00001422301,0.00005240227,0.0001243125,0.00001955223,0.0001442032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001218535,0.0001874163,0.8172606,0.001953716,0.0001301791,0.00002589859,0.0449949,0.00004125049,0.0004124703,0.002350748,0.01821972,0.1132046],"study_design_scores_gemma":[0.0006007856,0.001557923,0.9858827,0.001357545,0.00001775052,0.00000436959,0.004852702,0.000001488417,0.00001772529,0.0002380131,0.005418517,0.00005045738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716164,0.002989311,0.000006048759,0.02499752,0.00004496572,0.0002876769,0.00004294986,0.00001118361,0.000003902649],"genre_scores_gemma":[0.9923636,0.000573113,0.0002795724,0.006580155,0.00007068988,0.00001800271,0.00004769672,0.000004494821,0.00006264509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1686221,"threshold_uncertainty_score":0.1680598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2302227082941835,"score_gpt":0.4020402354712651,"score_spread":0.1718175271770816,"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."}}