{"id":"W2760901122","doi":"","title":"Canada’s accidental brain drain","year":2017,"lang":"en","type":"article","venue":"University of Hertfordshire Research Archive (University of Hertfordshire)","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Accidental; Brain drain; Business; Computer security; Computer science; Economics; Development economics; Physics","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":[0.0003598227,0.0004295316,0.0002732393,0.001301818,0.009346844,0.002282814,0.0009154384,0.003921894,0.01399045],"category_scores_gemma":[0.003896044,0.0003091726,0.0005819066,0.001553743,0.002122589,0.0009761378,0.001491385,0.008873842,0.001471888],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02407408,"about_ca_system_score_gemma":0.06197111,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8211626,"about_ca_topic_score_gemma":0.9486613,"domain_scores_codex":[0.9990695,0.00005114634,0.00004168348,0.00008723532,0.0002895572,0.0004609374],"domain_scores_gemma":[0.99822,0.0001469013,0.00009634639,0.00009470335,0.000635294,0.0008066437],"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":[0.0001977933,0.0001572638,0.02597547,0.0001692019,0.0001055809,0.1766186,0.004558411,0.0004752094,0.0005078131,0.0375008,0.6962746,0.05745931],"study_design_scores_gemma":[0.00006671547,0.0001087197,0.03641196,0.000600222,0.00007362782,0.1049684,0.01384066,0.0003659112,0.0005512295,0.007610723,0.8352641,0.0001376336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.159598,0.009749343,0.0009666421,0.3539519,0.01907209,0.0001958492,0.002326492,0.0002273724,0.4539122],"genre_scores_gemma":[0.6478257,0.01053661,0.0009537446,0.08838289,0.004029236,0.00006155686,0.0008632231,0.0001741097,0.2471729],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9759259,"threshold_uncertainty_score":0.3597812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04015141723832182,"score_gpt":0.2968913320872582,"score_spread":0.2567399148489363,"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."}}