{"id":"W2089518033","doi":"10.1016/j.jpeds.2010.05.015","title":"Variability of the Pediatric Subspecialty Workforce in Canada","year":2010,"lang":"en","type":"article","venue":"The Journal of Pediatrics","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Children's Hospital of Western Ontario; Western University","funders":"","keywords":"Workforce; Subspecialty; Medicine; Family medicine; Pediatrics; Health care; Population; Environmental health; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002164368,0.0002150626,0.0005006386,0.00319248,0.004019264,0.003126783,0.002776695,0.0009598013,0.003535552],"category_scores_gemma":[0.01415774,0.0003905963,0.0004804252,0.007326384,0.001451884,0.0006952368,0.002098564,0.001367571,0.0002780935],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07214425,"about_ca_system_score_gemma":0.0858635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9944966,"about_ca_topic_score_gemma":0.9969939,"domain_scores_codex":[0.9950613,0.000458311,0.0002654286,0.0006577219,0.001801953,0.0017552],"domain_scores_gemma":[0.9803212,0.002163009,0.002413207,0.0003750243,0.008747457,0.005980194],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008146111,0.00004298807,0.9752857,0.00004279218,0.00006935155,0.0001166818,0.006953202,0.0008867877,0.0002097645,0.001061227,0.004327296,0.01092277],"study_design_scores_gemma":[0.000003093901,0.00001045827,0.991525,0.00003613222,0.000005500463,0.0000369663,0.005818673,0.0006480107,0.00003901865,0.00006750465,0.001792117,0.00001745833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886995,0.0009547696,0.0002325023,0.002542096,0.00003819511,0.00003550171,0.003038376,0.00002191458,0.004437185],"genre_scores_gemma":[0.9983493,0.0002615823,0.00008162077,0.0001717915,0.000007375436,0.00000778457,0.000467442,0.000009233145,0.0006440291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9978356,"threshold_uncertainty_score":0.5234456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01177264689751179,"score_gpt":0.2374848007592273,"score_spread":0.2257121538617155,"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."}}