{"id":"W4318024957","doi":"10.1136/bmjopen-2022-062562","title":"Protocol for validation of the Global Scales for Early Development (GSED) for children under 3 years of age in seven countries","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Jacobs Foundation; King Baudouin Foundation United States; Children's Investment Fund Foundation; Bernard van Leer Foundation; World Health Organization; Bill and Melinda Gates Foundation","keywords":"Medicine; Protocol (science); Public health; Family medicine; Pediatrics; Alternative medicine; Pathology","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":[0.1149421,0.002700048,0.002294356,0.004889877,0.0046351,0.002585355,0.004271287,0.002692963,0.03695528],"category_scores_gemma":[0.1002016,0.0024717,0.00348592,0.004321246,0.003019571,0.002549556,0.004708413,0.00546424,0.0119429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007116982,"about_ca_system_score_gemma":0.04006024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00438295,"about_ca_topic_score_gemma":0.006993079,"domain_scores_codex":[0.9211179,0.05292467,0.01302931,0.00382026,0.006346273,0.002761616],"domain_scores_gemma":[0.8922589,0.02577203,0.008561094,0.01839155,0.0519506,0.003065774],"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":[0.03258,0.0250544,0.05682047,0.02711564,0.0008673651,0.002410538,0.03212286,0.009138401,0.01281091,0.04073214,0.2817503,0.478597],"study_design_scores_gemma":[0.03199008,0.02114792,0.254979,0.02304799,0.0005866691,0.001160644,0.01806484,0.009698254,0.01415377,0.01782894,0.6064,0.0009418848],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006845582,0.0001094467,0.01111381,0.0003845247,0.0002276466,0.9746279,0.003367477,0.0001128046,0.003210668],"genre_scores_gemma":[0.002715827,0.0000717294,0.01089298,0.0001226003,0.00001986714,0.9846348,0.001095185,0.0000120512,0.0004350191],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1149421,"threshold_uncertainty_score":0.6078793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08447340392694913,"score_gpt":0.4174417328245891,"score_spread":0.33296832889764,"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."}}