{"id":"W2032900818","doi":"10.1016/j.jpedsurg.2011.02.030","title":"Success in the Pediatric Surgery Match: a survey of the 2010 applicant pool","year":2011,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Children's Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Ranking (information retrieval); Medical education; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001934766,0.0001617894,0.0003745156,0.001868416,0.00141261,0.00103126,0.000698707,0.0007875703,0.003977917],"category_scores_gemma":[0.006460086,0.0002626151,0.0003087122,0.001960384,0.0003747994,0.001245242,0.002011414,0.0008867909,0.00118752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007549271,"about_ca_system_score_gemma":0.001477437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01551635,"about_ca_topic_score_gemma":0.02122726,"domain_scores_codex":[0.9981463,0.0003593406,0.0001894596,0.0002157843,0.0004573317,0.0006317152],"domain_scores_gemma":[0.9929013,0.0006236215,0.002294986,0.0001279217,0.001014891,0.003037323],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004124569,0.0001057415,0.9936939,0.00001673666,0.00001391471,0.00009945687,0.001598638,0.00002525787,0.0002023893,0.00005930821,0.00123002,0.002913418],"study_design_scores_gemma":[0.000001548426,0.00007583407,0.9940255,0.000009339184,0.000002679727,0.0001399006,0.004587296,0.00008265434,0.00003693102,0.00000951346,0.001025061,0.00000379222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977344,0.0001323212,0.00003642552,0.0003880079,0.00001392214,0.00001807402,0.0003916557,0.000003491117,0.001281712],"genre_scores_gemma":[0.9982639,0.0002478193,0.0000597543,0.0002172807,0.00002209647,0.00002750086,0.0004289969,0.000006490305,0.0007261328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9980652,"threshold_uncertainty_score":0.03085208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09287713392300301,"score_gpt":0.2802451236402784,"score_spread":0.1873679897172754,"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."}}