{"id":"W4407587809","doi":"10.1186/s40814-024-01583-4","title":"Feasibility and acceptability of implementing the Global Scales for Early Development (GSED) package for children 0–3 years across three countries","year":2025,"lang":"en","type":"article","venue":"Pilot and Feasibility Studies","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"World Health Organization; Bill and Melinda Gates Foundation","keywords":"Psychology","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":[0.001715624,0.0002282395,0.0005693163,0.00002406472,0.0006053179,0.00005233682,0.0001184032,0.00005963663,0.000004625399],"category_scores_gemma":[0.0006377258,0.0001592731,0.0001041363,0.0001281394,0.0006611429,0.00009589032,0.000347342,0.0000813714,1.353525e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001524113,"about_ca_system_score_gemma":0.0001300915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004773206,"about_ca_topic_score_gemma":0.001894788,"domain_scores_codex":[0.9983191,0.00003957855,0.0005508801,0.0004930681,0.0001843714,0.0004130316],"domain_scores_gemma":[0.9985982,0.0004668902,0.0001330461,0.0003368271,0.0004126407,0.00005245829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00118176,0.00004027066,0.9778636,0.0008995978,0.0004030579,1.626067e-7,0.004509889,1.591775e-8,0.00001173793,0.0003579359,0.0001558093,0.01457623],"study_design_scores_gemma":[0.003023119,0.0002398297,0.9874474,0.00006661776,0.0001301304,0.000001816704,0.002014043,0.000003088531,0.0005584913,0.005557772,0.0007934227,0.0001642722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898365,0.004382284,0.0002700544,0.0005206983,0.0001137465,0.003928141,0.0007859011,0.00003700633,0.0001256517],"genre_scores_gemma":[0.9964085,0.0001386668,0.002951986,0.000142027,0.00004259718,0.0002259222,0.00005857195,0.000007667569,0.00002408135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01441195,"threshold_uncertainty_score":0.6494969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039538871360925,"score_gpt":0.4025675888987638,"score_spread":0.2986137017626713,"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."}}