{"id":"W4375954843","doi":"10.1542/peds.2022-059143","title":"The Pediatrician Workforce in the United States and China","year":2023,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Medicine; Workload; Context (archaeology); Health care; Nursing; Family medicine; Economic growth","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001902861,0.000108966,0.0001133965,0.0002040477,0.001394241,0.00002750256,0.0002431679,0.00009241644,0.000007322672],"category_scores_gemma":[0.0004250567,0.00005819523,0.00002594558,0.002221677,0.00003970874,0.00004058101,0.0001111407,0.0008345007,0.0001489211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003900026,"about_ca_system_score_gemma":0.0001325606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004974939,"about_ca_topic_score_gemma":0.0004557246,"domain_scores_codex":[0.9981539,0.0004916668,0.0003435847,0.000163127,0.0002471219,0.0006005839],"domain_scores_gemma":[0.9972172,0.002296279,0.0001189904,0.0002444674,0.00003503955,0.00008801138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002694322,0.00003163981,0.8351918,0.0001858779,0.000001695708,0.00001078813,0.02104253,0.00004833208,2.01514e-7,0.004150572,0.1344593,0.004850329],"study_design_scores_gemma":[0.0004465912,0.00002393437,0.8538191,0.00002175168,0.00001388176,6.667822e-7,0.01291534,0.000801204,3.631722e-8,0.002442768,0.1294166,0.00009812371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751138,0.001164048,0.000009375052,0.02125984,0.00056832,0.0005924693,0.00002053227,0.0001116789,0.001159944],"genre_scores_gemma":[0.9148903,0.07499111,0.00001773296,0.00548967,0.002850975,0.00002029619,0.0001296858,0.00003050694,0.001579653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07382707,"threshold_uncertainty_score":0.9999058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04387332428123272,"score_gpt":0.3852621927350253,"score_spread":0.3413888684537926,"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."}}