{"id":"W4403136892","doi":"10.1111/ppe.13132","title":"The role of child BMI growth in neurodevelopment and school readiness—Current landscape and future directions","year":2024,"lang":"en","type":"article","venue":"Paediatric and Perinatal Epidemiology","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National University of Singapore","keywords":"Medicine; Current (fluid); Environmental health; Pediatrics; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004578323,0.000134103,0.0003645878,0.0001085407,0.00009601795,0.000009053494,0.00003953739,0.00008108985,0.00001058193],"category_scores_gemma":[0.0005884661,0.00008567054,0.00003860333,0.0002410597,0.0001387536,0.0000608554,0.0001276426,0.0004007082,0.00000344229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000150545,"about_ca_system_score_gemma":0.00003535561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006378224,"about_ca_topic_score_gemma":0.00001812221,"domain_scores_codex":[0.999033,0.0001441864,0.0002465869,0.0003047938,0.00006121553,0.0002102242],"domain_scores_gemma":[0.9985603,0.001144811,0.00004507797,0.00008938315,0.00002597841,0.000134463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000364043,0.0001186798,0.9195408,0.0003014413,0.00002435826,0.000006867096,0.00008784329,2.115753e-7,0.000008385416,0.008504097,0.0002922692,0.07107866],"study_design_scores_gemma":[0.0002311716,0.000118851,0.9072871,0.00002853082,0.00003655628,0.00009797777,0.00006365377,0.0004447939,0.00001072281,0.004056817,0.08754641,0.00007736733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.873072,0.1182983,0.000003147306,0.007315913,0.000312961,0.0001724198,0.00001709634,0.00002771541,0.0007803476],"genre_scores_gemma":[0.9456789,0.05351729,0.00004605787,0.00009465901,0.0005895008,0.00002565285,0.000007744146,0.000009390777,0.0000308433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08725414,"threshold_uncertainty_score":0.3493543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009607924944094397,"score_gpt":0.2681844044035025,"score_spread":0.2585764794594081,"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."}}