{"id":"W2054495539","doi":"10.1016/j.jpeds.2015.03.031","title":"Diversity of Pediatric Workforce and Education in 2012 in Europe: A Need for Unifying Concepts or Accepting Enjoyable Differences?","year":2015,"lang":"en","type":"article","venue":"The Journal of Pediatrics","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Workforce; Quarter (Canadian coin); European union; Family medicine; Health care; Public health; Diversity (politics); Pediatrics; Nursing; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006716125,0.0002190234,0.0003839673,0.002084861,0.0005631738,0.001818889,0.001028023,0.0009657563,0.001342477],"category_scores_gemma":[0.0122463,0.0001377458,0.0004459233,0.003220313,0.001210028,0.003518257,0.002663399,0.0005794325,0.0001246288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001351934,"about_ca_system_score_gemma":0.002454686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0099149,"about_ca_topic_score_gemma":0.008829944,"domain_scores_codex":[0.996108,0.001445266,0.0005720774,0.000570953,0.0007205432,0.0005830975],"domain_scores_gemma":[0.9937074,0.001988431,0.002109743,0.000356312,0.0009534686,0.0008846617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009870244,0.00006182228,0.9284891,0.0003690589,0.00009207417,0.0001296479,0.004582477,0.0004402602,0.0002120263,0.002410177,0.001781989,0.06133264],"study_design_scores_gemma":[0.000004050744,0.00007975675,0.9845837,0.0002578774,0.000009626689,0.0001374327,0.0107918,0.0001872309,0.0000582236,0.0004775042,0.003403068,0.00000957074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669891,0.01541329,0.001185554,0.009487271,0.0002513825,0.00004283958,0.0009270138,0.00002655674,0.005677069],"genre_scores_gemma":[0.9966017,0.001251811,0.000754267,0.0006739177,0.00007428155,0.00002329828,0.0004687046,0.000004223224,0.0001478229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0099149,"threshold_uncertainty_score":0.03551865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1556729024467458,"score_gpt":0.4307987898918836,"score_spread":0.2751258874451378,"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."}}