{"id":"W4384298008","doi":"10.1371/journal.pgph.0002102","title":"Academic global surgical competencies: A modified Delphi consensus study","year":2023,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Global Health and Surgery","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia; Montreal Children's Hospital","funders":"Fogarty International Center; National Institutes of Health","keywords":"Delphi method; Medical education; Delphi; Medicine; Context (archaeology); Snowball sampling; Curriculum; Nursing; Psychology; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003175661,0.0004486171,0.00127604,0.0001816662,0.0004273099,0.0000603804,0.0003522901,0.0003519127,0.00007900631],"category_scores_gemma":[0.00144346,0.000397065,0.00023026,0.003561206,0.0002096068,0.0001074161,0.0002388901,0.0007380339,0.0009921266],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00191026,"about_ca_system_score_gemma":0.00594223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001945158,"about_ca_topic_score_gemma":0.000238961,"domain_scores_codex":[0.9923932,0.0006838269,0.001465756,0.0009059226,0.001671427,0.002879846],"domain_scores_gemma":[0.9944295,0.0003373979,0.0002871889,0.000717509,0.0004194853,0.003808897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001200099,0.003686994,0.6501872,0.001049531,0.0004364018,0.002437627,0.000917312,0.00002927062,0.000003605393,0.02221052,0.2945934,0.02324803],"study_design_scores_gemma":[0.01588766,0.004027544,0.7368224,0.0004518142,0.0001398287,0.002418289,0.01142085,0.009442626,8.592014e-7,0.002319861,0.2159456,0.001122686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9175928,0.001016727,0.00001622009,0.06099327,0.0007429754,0.002223674,0.0004993707,0.001339518,0.01557547],"genre_scores_gemma":[0.9881512,0.0003285941,0.0001121406,0.01051919,0.0004229851,0.00009845449,0.0001921176,0.00002654955,0.0001487729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08663523,"threshold_uncertainty_score":0.9998481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1450040454484264,"score_gpt":0.3936847301587084,"score_spread":0.248680684710282,"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."}}