{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02239109,0.0001307824,0.0005027659,0.0004940829,0.0002131317,0.00004116166,0.001177193,0.0001388445,0.0002683518],"category_scores_gemma":[0.002792601,0.00007726283,0.0003787056,0.002459205,0.0002310336,0.0002641138,0.00009452107,0.0004899414,0.000009754579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005596426,"about_ca_system_score_gemma":0.001218688,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01111387,"about_ca_topic_score_gemma":0.001392468,"domain_scores_codex":[0.995465,0.001424891,0.0008383939,0.0001322194,0.001750776,0.0003887665],"domain_scores_gemma":[0.9924777,0.005572604,0.001101756,0.0002631326,0.0004499644,0.0001348375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004802386,0.0001418451,0.8739233,0.00002460995,0.00001278369,0.00005007597,0.003831442,0.00000130661,4.590449e-7,0.00003253211,0.1212667,0.0006669433],"study_design_scores_gemma":[0.0001253584,0.00001509056,0.9936627,0.0000119466,0.0001409585,0.000008110995,0.005014138,4.36022e-7,0.000005518877,0.0001652028,0.0007475353,0.0001029806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934856,0.001249121,0.00001473264,0.0007008633,0.003282327,0.0001401713,0.00001518085,0.000006379181,0.001105682],"genre_scores_gemma":[0.9921085,0.00419001,0.000009927838,0.0002807034,0.003310286,0.000002381242,0.000001062246,0.000008265262,0.00008884503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1205191,"threshold_uncertainty_score":0.9954712,"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."}}