{"id":"W1998448444","doi":"10.1097/pec.0b013e3181b09d19","title":"Career Longevity in Clinical Pediatric Emergency Medicine","year":2009,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Longevity; Emergency physician; Clinical Practice; Pediatric emergency medicine; Quarter (Canadian coin); Gerontology; Emergency department; Nursing","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002937502,0.0003096816,0.0005646688,0.0004671115,0.0004761028,0.00001098772,0.001183064,0.0004021205,0.009507615],"category_scores_gemma":[0.00185869,0.0003019646,0.000303943,0.002701183,0.0001475442,0.000319497,0.0001178423,0.0006723778,0.0002574743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000186303,"about_ca_system_score_gemma":0.0003296256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002330322,"about_ca_topic_score_gemma":0.003566283,"domain_scores_codex":[0.9947506,0.0005311889,0.00128527,0.0006996048,0.001857362,0.0008760418],"domain_scores_gemma":[0.9979124,0.0001111396,0.0003177076,0.0004763941,0.0006237609,0.0005585873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001603699,0.0001073074,0.8405613,0.00005828787,0.000006293947,0.00003293263,0.01392873,0.000004596175,4.437902e-7,0.0007245741,0.1405002,0.004059302],"study_design_scores_gemma":[0.000942959,0.0004129902,0.9251417,0.000007833227,0.0003988106,5.56233e-7,0.03071956,0.00000313714,3.798419e-7,0.001677918,0.04015154,0.0005426261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7903696,0.02924939,0.00004433119,0.004016227,0.01404549,0.0006104008,0.00002895806,0.0002229323,0.1614127],"genre_scores_gemma":[0.894104,0.09021632,0.00003955339,0.0002340147,0.01303896,0.000009518734,0.000043168,0.00001620876,0.002298257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1591144,"threshold_uncertainty_score":0.9999433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06697994131400294,"score_gpt":0.3828888064626657,"score_spread":0.3159088651486628,"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."}}