{"id":"W6886040056","doi":"10.14288/1.0354910","title":"[Letter to editor of New Westminster News]","year":2017,"lang":"en","type":"article","venue":"Open Collections","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Government (linguistics); Refugee; Work (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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001135923,0.00004498507,0.00009751158,0.00002335581,0.00914715,0.001074067,0.0003973677,0.0000422807,0.0009056629],"category_scores_gemma":[0.0001827305,0.00003983994,0.00004475996,0.000218081,0.0001220674,0.0002789765,0.0002133694,0.00004802406,0.00003366744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004578833,"about_ca_system_score_gemma":0.0002513509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2201963,"about_ca_topic_score_gemma":0.2346553,"domain_scores_codex":[0.9994876,0.0000262942,0.00009748672,0.0001152197,0.0001379127,0.0001355132],"domain_scores_gemma":[0.9994412,0.00003103114,0.00006361587,0.000261666,0.00009237257,0.0001101074],"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":[0.000005100258,0.00001646928,0.000135186,5.702547e-7,0.00001195503,4.092662e-7,0.002090642,0.000004290892,0.000005510912,0.0006680677,0.9964894,0.0005723666],"study_design_scores_gemma":[0.0001550651,0.00003265007,0.001063137,0.000009263525,0.00001080428,1.6355e-7,0.0007112778,0.000001423871,0.00001739646,0.0005329345,0.9974085,0.00005738326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002242512,0.000006061319,0.0001617174,0.0401042,0.005930246,0.0004199486,0.00001228929,0.00001101731,0.9531302],"genre_scores_gemma":[0.01818473,0.00001002134,0.001083413,0.0008047777,0.01310045,0.00003101939,5.769704e-7,0.000005553057,0.9667795],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03929942,"threshold_uncertainty_score":0.9999629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04014336250470524,"score_gpt":0.3514936952967372,"score_spread":0.311350332792032,"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."}}