{"id":"W3088842628","doi":"10.21037/jphe-20-88","title":"Building global surgical workforce capacity through academic partnerships","year":2020,"lang":"en","type":"article","venue":"Journal of Public Health and Emergency","topic":"Global Health and Surgery","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Workforce; Work (physics); Business; Public relations; Economic growth; Distribution (mathematics); Population; Developing country; Capacity building; Low and middle income countries; Economic shortage; Political science; Medicine; Economics; Environmental health; Engineering","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":[0.002032171,0.0001674372,0.0006346317,0.00005085168,0.0001631057,0.0000123891,0.0001171165,0.0001795793,0.0001462871],"category_scores_gemma":[0.001149053,0.0001305664,0.000184815,0.0006262484,0.00005582668,0.0003314202,0.00003459116,0.0008616289,0.00001009675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001716531,"about_ca_system_score_gemma":0.001471806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003998036,"about_ca_topic_score_gemma":0.000002765481,"domain_scores_codex":[0.9968026,0.0002457988,0.001284438,0.0001995029,0.0005462284,0.0009214699],"domain_scores_gemma":[0.9949217,0.00005689187,0.0004944421,0.00009793401,0.0002370915,0.004191933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007264032,0.000187193,0.6448361,0.001353774,0.00008970682,0.0002119102,0.001729146,0.000002821663,0.00001717319,0.0367001,0.2079322,0.1062134],"study_design_scores_gemma":[0.001502022,0.0009278871,0.0169041,0.000155158,0.00002043481,0.001299415,0.000566939,0.0001167241,0.000002851549,0.001539216,0.9768201,0.0001451427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7750928,0.02007533,0.002293308,0.1987859,0.0009987589,0.0001818106,0.00001002494,0.00003292016,0.002529168],"genre_scores_gemma":[0.9696037,0.0146983,0.001859364,0.01206395,0.001727211,0.000001726311,0.000003522394,0.00001077791,0.0000314129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7688879,"threshold_uncertainty_score":0.5324342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3118252351327283,"score_gpt":0.4208902318375919,"score_spread":0.1090649967048636,"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."}}