{"id":"W4400682017","doi":"10.22541/au.172114639.93935039/v1","title":"The Global Code of Practice and Migration of Health Workers from Zimbabwe","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Code (set theory); Code of practice; Business; Migrant workers; Economic growth; Economics; Computer science; Programming language; Engineering ethics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00283815,0.0002544301,0.0001587075,0.001060039,0.005249363,0.004531752,0.0005001759,0.001271413,0.004387578],"category_scores_gemma":[0.01838197,0.0001765551,0.0001299314,0.00222821,0.005208874,0.003064299,0.00548094,0.00164449,0.0002727765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00628504,"about_ca_system_score_gemma":0.008594366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0875279,"about_ca_topic_score_gemma":0.09695428,"domain_scores_codex":[0.9962807,0.001880532,0.0001435588,0.0001762234,0.0004390416,0.001079842],"domain_scores_gemma":[0.9956541,0.001782477,0.001261352,0.0002743698,0.0004483967,0.0005793312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008842591,0.00006768285,0.09043443,0.000411311,0.00002618036,0.001484151,0.3523953,0.0004469016,0.0009787859,0.39957,0.03196987,0.1221269],"study_design_scores_gemma":[0.00002836236,0.0000967173,0.2533938,0.001542503,0.00001998989,0.0008144755,0.2964697,0.0007888944,0.0003075866,0.05410209,0.3923727,0.00006309518],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6959816,0.006714548,0.001903913,0.1698547,0.0007014559,0.0001152373,0.0002493222,0.00001650129,0.1244627],"genre_scores_gemma":[0.9847857,0.003828213,0.000564645,0.002453755,0.0001152234,0.00006269392,0.00006253627,0.00001435737,0.008112918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0875279,"threshold_uncertainty_score":0.1740369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202145788374638,"score_gpt":0.3717929565754086,"score_spread":0.3497714986916622,"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."}}