{"id":"W2175294268","doi":"10.1136/bmj.h4029","title":"Effective interventions and strategies for improving early child development","year":2015,"lang":"en","type":"article","venue":"BMJ","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; McMaster University","funders":"World Health Organization","keywords":"Psychological intervention; Sustainable development; Computer science; Medicine; Data science; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001952402,0.00006777555,0.00008462226,0.00005501426,0.0001083275,0.0001401303,0.00004848994,0.00003007082,0.00000271628],"category_scores_gemma":[0.00004540496,0.00006168527,0.0000424745,0.00003989178,0.00002067309,0.0002102231,0.00003137472,0.00005109667,0.000006711873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003558426,"about_ca_system_score_gemma":0.0000127912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004532127,"about_ca_topic_score_gemma":0.00005849966,"domain_scores_codex":[0.9995251,0.00002532155,0.0001453408,0.0001281463,0.00006351888,0.0001126209],"domain_scores_gemma":[0.999745,0.00002928905,0.00004419572,0.00006386774,0.00005722692,0.00006040533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005247284,0.002139761,0.09149212,0.007398251,0.0005262689,0.00002651299,0.07676592,0.00007282116,0.001920684,0.01390513,0.09061043,0.7098948],"study_design_scores_gemma":[0.01388523,0.001789371,0.8551887,0.001738927,0.0001673857,0.00009574553,0.004095444,0.0005682163,0.04397005,0.02117353,0.05627896,0.001048462],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838973,0.0003018513,0.007999717,0.003096242,0.000639927,0.001368736,0.000009934553,0.00009748941,0.002588794],"genre_scores_gemma":[0.9967295,2.088468e-7,0.00268139,0.0001341373,0.0001980331,0.0001667593,0.00001121396,0.00001000393,0.00006878073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7636966,"threshold_uncertainty_score":0.2515453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03774738970515694,"score_gpt":0.3350566793990826,"score_spread":0.2973092896939257,"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."}}