{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008471996,0.0002468998,0.0002146385,0.001807305,0.001364797,0.0008696545,0.0006917271,0.000416873,0.002344865],"category_scores_gemma":[0.002614419,0.0001998829,0.0006162288,0.002419561,0.0004092839,0.0003409815,0.0008307343,0.0005341392,0.000296591],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009815265,"about_ca_system_score_gemma":0.01319998,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9148148,"about_ca_topic_score_gemma":0.9184244,"domain_scores_codex":[0.9990323,0.00007491372,0.00007076864,0.00009734745,0.0003821294,0.000342547],"domain_scores_gemma":[0.9949775,0.0002407479,0.001304362,0.00007742192,0.002041807,0.001358186],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003606101,0.00001436875,0.9981411,0.00001208644,0.00001449499,0.00003669956,0.0002397939,0.00002951636,0.00004994978,0.00001335654,0.0002231077,0.001189463],"study_design_scores_gemma":[0.000001498803,0.00001481888,0.9988251,0.000009231592,0.000005989115,0.00002944664,0.0007142866,0.0001017679,0.00002209991,0.000002096479,0.000270143,0.000003531042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979455,0.0002106854,0.0000279574,0.0001566144,0.000006567252,0.00001874099,0.001038066,0.000002841041,0.000593084],"genre_scores_gemma":[0.9986754,0.000200851,0.0000429885,0.00004875456,0.00000489935,0.00000818953,0.0006850892,0.000001584533,0.0003321842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9991528,"threshold_uncertainty_score":0.1713737,"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."}}