{"id":"W4327683970","doi":"10.1007/s12519-023-00707-9","title":"Multigenerational birth cohort study in China: importance, necessity and beyond","year":2023,"lang":"en","type":"editorial","venue":"World Journal of Pediatrics","topic":"Birth, Development, and Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Zhejiang University","keywords":"Medicine; China; Pediatric surgery; Cohort; Cohort study; MEDLINE; Family medicine; Demography; Surgery; Internal medicine; Law; Political science","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002807541,0.000329633,0.001133982,0.001495173,0.0001435887,0.00005554899,0.0001824477,0.0003550875,0.00005699139],"category_scores_gemma":[0.001105556,0.0002810338,0.0001161305,0.001060985,0.00004474855,0.0001317416,0.00007883056,0.002322686,0.000008127903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003910223,"about_ca_system_score_gemma":0.00334218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001026898,"about_ca_topic_score_gemma":0.003802607,"domain_scores_codex":[0.9959431,0.0001142259,0.001437441,0.0003689312,0.001749653,0.0003866841],"domain_scores_gemma":[0.9971234,0.0005243152,0.001210916,0.0002058782,0.000549252,0.0003862245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001035749,0.0002289882,0.5067106,0.0002285348,0.000041586,0.0003680926,0.0002282097,0.000004993047,3.989691e-7,0.00002028595,0.4919744,0.00009033934],"study_design_scores_gemma":[0.003667048,0.0003933329,0.9074868,0.00007935173,0.0003130318,0.00001619915,0.0001189324,0.00001246098,3.418654e-7,0.0004377192,0.08722411,0.0002506731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.160354,0.003216044,0.00002925347,0.0008217285,0.8336774,0.0009005253,0.00009476327,0.00003644464,0.0008698712],"genre_scores_gemma":[0.01326008,0.1357926,0.001389712,0.0001762467,0.8480701,0.00001324757,0.0001547092,0.00008316168,0.001060195],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4047503,"threshold_uncertainty_score":0.999979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303730622214518,"score_gpt":0.3036839143348992,"score_spread":0.290646608112754,"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."}}