{"id":"W2328439712","doi":"10.7748/ns.29.24.32.s42","title":"Immigration rule changes will hit overseas nurses in the UK","year":2015,"lang":"en","type":"letter","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Immigration; Lift (data mining); Nursing; Political science; Business; Medicine; Law; Computer 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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001482029,0.0004827567,0.0007476414,0.0002668902,0.0007931512,0.00005519627,0.0005721556,0.001597231,0.0006347476],"category_scores_gemma":[0.0002624003,0.000361147,0.00009741381,0.0004908554,0.0002167778,0.0001390471,0.0000370309,0.004116087,0.0001827415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003188164,"about_ca_system_score_gemma":0.001102094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001143399,"about_ca_topic_score_gemma":0.002205246,"domain_scores_codex":[0.9941146,0.001634831,0.0006884437,0.00058248,0.001545721,0.00143394],"domain_scores_gemma":[0.9974045,0.000637122,0.0005340147,0.0008336321,0.0004635192,0.0001272208],"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":[0.0001491521,0.00001934133,0.00127547,0.0002563289,0.00001019666,0.00007668512,0.01776817,0.000001753361,0.000001061494,0.000374437,0.9748536,0.005213808],"study_design_scores_gemma":[0.0007063419,0.0002208871,0.0003660124,0.006166303,0.00006658518,0.0000066009,0.01275031,0.000007779378,0.000001677245,0.004497603,0.9748762,0.0003336435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003155224,0.002594835,0.00002517379,0.9104143,0.01074878,0.002448539,0.0009365194,0.000200236,0.06947633],"genre_scores_gemma":[0.01284393,0.0004409262,0.0003659655,0.9333472,0.01679189,0.0005345846,0.002221548,0.0002059574,0.03324797],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03622836,"threshold_uncertainty_score":0.9998841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05404854477047557,"score_gpt":0.4376338631638932,"score_spread":0.3835853183934176,"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."}}