{"id":"W4380488923","doi":"10.1177/22925503231180887","title":"A 5-Year Analysis of Saudi Arabian Applications to Plastic Surgery Residency Training in Canada","year":2023,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Residency training; Medicine; Demographics; Test (biology); Family medicine; Licensure; Medical education; Demography; Continuing education","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001749813,0.00009108846,0.0004748018,0.001187882,0.0001589782,0.00002031461,0.000217979,0.00004946669,0.0003240565],"category_scores_gemma":[0.01531213,0.000102588,0.0001231229,0.006205933,0.0000998915,0.00006715478,0.00004538671,0.00009986047,0.00004238705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002774058,"about_ca_system_score_gemma":0.003829116,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6633568,"about_ca_topic_score_gemma":0.9648377,"domain_scores_codex":[0.9979348,0.0001376167,0.0003676696,0.0002427585,0.0008842212,0.0004329999],"domain_scores_gemma":[0.9559776,0.04346521,0.00009811666,0.0001542593,0.00008497651,0.0002198032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002157807,0.00001487345,0.9688135,0.00002910764,0.0001478219,0.00006780177,0.004901865,0.002734439,0.000009641341,0.0005277203,0.0200052,0.002726413],"study_design_scores_gemma":[0.00005264363,0.000004383865,0.9413325,0.0001295466,0.0002367075,1.807182e-7,0.05169377,0.0002310265,0.000004874773,0.00008530007,0.006054815,0.0001742879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959938,0.00002932622,0.0002460903,0.0005711332,0.001824415,0.00009258476,0.00006710083,0.00004830336,0.001127258],"genre_scores_gemma":[0.9995925,0.00006087842,0.0000117355,0.00005968209,0.000117493,0.00003164724,0.00004335836,0.000006403818,0.00007631259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.301481,"threshold_uncertainty_score":0.9929823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06425005426515422,"score_gpt":0.2795946695448743,"score_spread":0.21534461527972,"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."}}