{"id":"W2069670847","doi":"10.1136/bmj.b4843","title":"Australia operates \"closed shop\" to restrict doctors from overseas, say critics","year":2009,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; World Wide Web; Data science; Medicine","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":[0.008695447,0.0005054618,0.0004165888,0.0006855798,0.008855797,0.004954228,0.001381403,0.01233408,0.01303824],"category_scores_gemma":[0.0320714,0.0008312378,0.0008468759,0.0006616852,0.01097666,0.00718799,0.003944333,0.01958927,0.004364717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005448841,"about_ca_system_score_gemma":0.01184404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09759387,"about_ca_topic_score_gemma":0.1167914,"domain_scores_codex":[0.9911138,0.002489382,0.0003668677,0.0006928739,0.003875044,0.001461947],"domain_scores_gemma":[0.9771417,0.00667039,0.001311978,0.001386089,0.006647361,0.006842439],"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":[0.00003122425,0.00003985477,0.00195794,0.0001802567,0.0000157894,0.0002875617,0.004735474,0.00004447817,0.00037,0.02695408,0.9469576,0.01842583],"study_design_scores_gemma":[0.00002514163,0.00005846395,0.005017258,0.0002570052,0.00001291571,0.0004739217,0.003376534,0.0001223856,0.0002201862,0.003560141,0.986834,0.00004219346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004234153,0.003693437,0.0008192107,0.9455529,0.01249459,0.00003012493,0.00004506256,0.0001174508,0.03301305],"genre_scores_gemma":[0.04075043,0.003096126,0.0007660901,0.8833421,0.003452434,0.0000495682,0.00003839813,0.0001254915,0.06837929],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09759387,"threshold_uncertainty_score":0.1940516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1143484573868795,"score_gpt":0.5163002179423557,"score_spread":0.4019517605554762,"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."}}