{"id":"W6977137436","doi":"10.6084/m9.figshare.27263400.v2","title":"Africa's Urgent Need","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Health care; Developing country; Politics; Brain drain; Health professionals; Healthcare system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002313691,0.0009175522,0.0007608058,0.001667644,0.003414163,0.004948516,0.001825593,0.005923315,0.1897703],"category_scores_gemma":[0.0112592,0.0004201809,0.001123132,0.001885459,0.001011693,0.005388706,0.0048366,0.006633084,0.04382332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003147828,"about_ca_system_score_gemma":0.01957572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01441046,"about_ca_topic_score_gemma":0.02315885,"domain_scores_codex":[0.9980519,0.0004710602,0.0001500034,0.0002265412,0.0004052129,0.000695297],"domain_scores_gemma":[0.9939325,0.001037346,0.0002910745,0.0002273219,0.001869983,0.002641681],"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":[0.00002194889,0.00001760601,0.000400497,0.0006462187,0.000004815262,0.0002274138,0.0002537659,0.000009703509,0.00006422922,0.002484442,0.9606816,0.03518772],"study_design_scores_gemma":[0.00001851271,0.00001818731,0.001206699,0.001369262,0.000006118651,0.0002767409,0.0009989458,0.000008058585,0.00004680869,0.001230473,0.9948109,0.000009442326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002758635,0.02959624,0.0006408685,0.6095993,0.07854671,0.0008724585,0.01805893,0.0003329432,0.259594],"genre_scores_gemma":[0.02907314,0.07501675,0.003763928,0.5041538,0.03283929,0.002453746,0.02166326,0.0005207238,0.3305154],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1897703,"threshold_uncertainty_score":0.6348449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1408021756403223,"score_gpt":0.4542622294751201,"score_spread":0.3134600538347978,"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."}}