{"id":"W3046484365","doi":"10.22605/rrh5772","title":"Factors explaining the shortage and poor retention of qualified health workers in rural and remote areas of the Kayes, region of Mali: a qualitative study","year":2020,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Public Health Ontario; Université du Québec à Chicoutimi","funders":"","keywords":"Economic shortage; Rural area; Socioeconomics; Qualitative research; Geography; Rural health; Environmental health; Medicine; Sociology; Social 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":[],"consensus_categories":[],"category_scores_codex":[0.002567474,0.0002538013,0.0009364283,0.00008996165,0.0006111259,0.000006008494,0.0001687841,0.0001492948,0.000005653057],"category_scores_gemma":[0.0003066853,0.0001433333,0.00006688307,0.0005707333,0.0002916543,0.0000983906,0.0001907939,0.0006449842,2.787684e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001258456,"about_ca_system_score_gemma":0.0004276934,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05239869,"about_ca_topic_score_gemma":0.005878983,"domain_scores_codex":[0.9930523,0.004023141,0.001620949,0.0003131768,0.0004090305,0.0005814033],"domain_scores_gemma":[0.9969797,0.0008339824,0.001462659,0.0002868291,0.0001140249,0.0003227708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001068525,0.00008793588,0.2947814,0.004308779,0.00005990726,0.000002065952,0.6563406,0.000005278968,0.00003466526,0.001007659,0.0007729984,0.0415302],"study_design_scores_gemma":[0.001111781,0.0009391286,0.3159192,0.003700643,0.00001565253,0.000002440546,0.6771262,0.0004954507,0.00000657947,0.0004381537,0.0001379521,0.0001068118],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675279,0.003267514,0.00005266986,0.02623935,0.00016178,0.002594178,0.00003550497,0.00002323663,0.00009786979],"genre_scores_gemma":[0.9961493,0.002251542,0.0001974289,0.001210596,0.00004303087,0.000003378347,0.0000141978,0.00002102956,0.0001094863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04651971,"threshold_uncertainty_score":0.9539115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1323100139052438,"score_gpt":0.4444579223787644,"score_spread":0.3121479084735206,"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."}}