{"id":"W4387110009","doi":"10.5334/aogh.4106","title":"Strengthening Mentorship in Global Health for US Medical Students","year":2023,"lang":"en","type":"article","venue":"Annals of Global Health","topic":"Global Health and Surgery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Mentorship; Medical education; Global health; Key (lock); Faculty development; Medicine; Professional development; Nursing; Computer science; Public 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":[0.005973852,0.0002476282,0.001032741,0.0001121045,0.0001375731,0.00001565944,0.0003362847,0.0001956245,0.00003443558],"category_scores_gemma":[0.0008626297,0.0002325021,0.0002145762,0.001412551,0.00007786822,0.00006844495,0.0001271243,0.0002119379,0.00004512912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007755099,"about_ca_system_score_gemma":0.004651726,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007426667,"about_ca_topic_score_gemma":0.003136324,"domain_scores_codex":[0.9942294,0.0002483356,0.001429862,0.0004705979,0.001796707,0.001825102],"domain_scores_gemma":[0.9969605,0.0001901071,0.000374383,0.0003363928,0.0001869693,0.00195165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009284737,0.0005698415,0.7602911,0.00137952,0.00005005986,0.00005027783,0.0001255317,0.00000801535,1.793244e-7,0.005134576,0.1452167,0.08624567],"study_design_scores_gemma":[0.002883008,0.001918885,0.961218,0.001302285,0.000006894355,0.00003979639,0.0003441447,0.0003306011,0.000003595664,0.002866328,0.02892284,0.0001636053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8966212,0.003174646,0.00005256051,0.09673415,0.0007907714,0.001231652,0.0005110853,0.0001499712,0.0007339091],"genre_scores_gemma":[0.9556628,0.002612528,0.0001955715,0.04101503,0.0002192851,0.00004250438,0.0001877566,0.00001542002,0.00004910724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2009269,"threshold_uncertainty_score":0.9991829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0782811899820777,"score_gpt":0.491843981539154,"score_spread":0.4135627915570763,"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."}}