{"id":"W4399010479","doi":"10.1016/j.ajog.2024.05.045","title":"Changes and challenges in the residency application process in obstetrics and gynecology","year":2024,"lang":"en","type":"review","venue":"American Journal of Obstetrics and Gynecology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Obstetrics and gynaecology; Obstetrics; Residency training; Gynecology; Medical education; Pregnancy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001575013,0.0003388119,0.001738207,0.002675439,0.00007654052,0.0001040833,0.0003903684,0.0004049333,0.000002248019],"category_scores_gemma":[0.01101877,0.0002318026,0.00007303667,0.002416044,0.000306597,0.0001741314,0.0001951558,0.001022978,0.000004714252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001205714,"about_ca_system_score_gemma":0.0001906607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001916744,"about_ca_topic_score_gemma":0.00125499,"domain_scores_codex":[0.997756,0.0001773676,0.0009940012,0.0004596439,0.0001965016,0.0004165025],"domain_scores_gemma":[0.9879097,0.01026484,0.001389414,0.0002313888,0.0001723849,0.00003224539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001630375,0.00003878638,0.001016476,0.008479083,0.00003274164,0.0002527804,0.0002180872,1.46413e-7,3.853083e-8,0.006716346,0.00002728167,0.9832166],"study_design_scores_gemma":[0.0002787968,0.000292047,0.001591174,0.001028575,0.000237098,0.0002769913,0.002865643,0.00002789103,9.730824e-9,0.002952352,0.990214,0.0002354499],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01053841,0.9827814,0.000003194719,0.004947672,0.0009154843,0.0006094833,0.000002969271,0.00001435075,0.0001870207],"genre_scores_gemma":[0.06479172,0.9345501,0.00003103389,0.0002977545,0.0001972916,0.00008863959,0.000003285246,0.00003427752,0.00000590369],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9901867,"threshold_uncertainty_score":0.9973118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06898107531545304,"score_gpt":0.3260477173300949,"score_spread":0.2570666420146419,"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."}}