{"id":"W2128332134","doi":"10.1111/medu.12518","title":"Impact of selection strategies on representation of underserved populations and intention to practise: international findings","year":2014,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; St. Michael's Hospital","funders":"Atlantic Philanthropies","keywords":"Rurality; Graduation (instrument); Medical education; Accountability; Population; Medicine; Psychology; Workforce; Rural area; Political science; Environmental health","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":[0.0005660437,0.00008173206,0.0001678061,0.0002181476,0.0001331854,0.000007449574,0.00008839268,0.0001463021,0.0009023748],"category_scores_gemma":[0.003698178,0.00007277232,0.00004036597,0.0003523544,0.00004025083,0.0002101944,0.00002931528,0.0002177959,0.00001965698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002602829,"about_ca_system_score_gemma":0.0007468645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005313225,"about_ca_topic_score_gemma":0.0006815318,"domain_scores_codex":[0.9984108,0.0002994045,0.0005265538,0.0001794184,0.0004276227,0.0001562549],"domain_scores_gemma":[0.9987472,0.0002717528,0.0002992447,0.0001239905,0.0004232132,0.0001346133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003021816,0.0005024101,0.8966956,0.0002138081,0.00003671528,6.671959e-8,0.004593435,0.0002183297,0.0008847563,0.0392342,0.02308439,0.0342341],"study_design_scores_gemma":[0.0004103171,0.000393026,0.9853224,0.0007662744,0.00001653729,0.000001670088,0.005574778,0.00229024,0.00006955925,0.0037945,0.00129084,0.000069821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854348,0.0000098009,0.00342408,0.005355473,0.0009983839,0.0004546816,0.000003218215,0.00002834724,0.004291157],"genre_scores_gemma":[0.9979492,0.00002214191,0.0009655663,0.0004229411,0.0001333371,0.00005504203,0.0001068002,0.000008865549,0.0003360577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08862683,"threshold_uncertainty_score":0.9880371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08430271816580713,"score_gpt":0.5462462733172938,"score_spread":0.4619435551514867,"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."}}