{"id":"W4318160295","doi":"10.1097/01.jaa.0000911180.24443.b3","title":"Medical education for the medically underserved","year":2023,"lang":"en","type":"article","venue":"JAAPA","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Health care; Family medicine; Per capita; Medicine; Pharmacy; Demography; Population; Sociology; Political science; Geography; Environmental health; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001697592,0.00007189028,0.0001438484,0.00005655568,0.0008068531,0.000004362861,0.0002868119,0.0002023818,0.002426268],"category_scores_gemma":[0.002132389,0.00004356716,0.00006734636,0.0002497612,0.00004917398,0.00004194623,0.0000950996,0.0003866461,0.001308964],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001675681,"about_ca_system_score_gemma":0.007509913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002177785,"about_ca_topic_score_gemma":0.0008182218,"domain_scores_codex":[0.9985623,0.0001611615,0.000340739,0.0001449147,0.0003789854,0.0004119455],"domain_scores_gemma":[0.9964239,0.002904908,0.00007967806,0.0002714488,0.0001131114,0.0002069413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001734916,0.0000166753,0.003164046,0.0001524653,0.00001161879,7.421524e-7,0.0006345257,1.274073e-7,0.000003097189,0.01591237,0.9434476,0.03663934],"study_design_scores_gemma":[0.0004789993,0.00002372836,0.03615712,0.00004646809,0.0000148712,5.752358e-7,0.002053517,0.000332987,8.474424e-7,0.007227902,0.9536061,0.00005690765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008287804,0.0004636822,0.001288466,0.9244645,0.007705602,0.001620577,0.00001578546,0.0004128494,0.05574073],"genre_scores_gemma":[0.113427,0.00186627,0.0006608434,0.7779777,0.006291186,0.003228838,0.0003188912,0.00008376793,0.09614555],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1464868,"threshold_uncertainty_score":0.9994686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1209644372593428,"score_gpt":0.5035059219311149,"score_spread":0.3825414846717721,"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."}}