{"id":"W2803940136","doi":"10.1111/nyas.13642","title":"Measuring the implementation of early childhood development programs","year":2018,"lang":"en","type":"review","venue":"Annals of the New York Academy of Sciences","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"New Venture Fund; UNICEF","keywords":"Set (abstract data type); Measure (data warehouse); Computer science; Quality (philosophy); Process management; Program evaluation; Work (physics); Medical education; Psychology; Applied psychology; Medicine; Business; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007115858,0.001043791,0.001384445,0.006003877,0.0003201646,0.001547744,0.001255584,0.0007700198,0.001592019],"category_scores_gemma":[0.01739869,0.0003732784,0.0007679376,0.006330908,0.0007015136,0.001536809,0.001285517,0.001217373,0.0002725901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002086917,"about_ca_system_score_gemma":0.005413912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0088421,"about_ca_topic_score_gemma":0.0105995,"domain_scores_codex":[0.9956096,0.001788064,0.0005049101,0.0004190902,0.001536857,0.0001414623],"domain_scores_gemma":[0.9910498,0.005933504,0.001277378,0.0001814278,0.001432336,0.0001255416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002612503,0.00006607531,0.001784121,0.05388538,0.0002866075,0.00002152918,0.0003222093,0.0002583814,0.0001398759,0.003164323,0.002795681,0.9372496],"study_design_scores_gemma":[0.00005145329,0.0004914066,0.03663747,0.2388743,0.002209623,0.0006257274,0.002179396,0.0004188753,0.00251151,0.002791526,0.7131194,0.00008925059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008256384,0.9960664,0.0004233695,0.0003179348,0.0001062536,0.00006267641,0.00005845082,0.000009030668,0.00213017],"genre_scores_gemma":[0.008287798,0.98904,0.002110002,0.0001262271,0.00003497431,0.00009157422,0.00007578661,0.000003477156,0.0002301241],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0088421,"threshold_uncertainty_score":0.0376327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2383656716368916,"score_gpt":0.4316413780696298,"score_spread":0.1932757064327382,"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."}}