{"id":"W4255124916","doi":"10.32920/ryerson.14657940","title":"Welcome to Winkler! : rural immigration initiatives in Canada's western provinces","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Settlement (finance); Politics; Economic growth; Political science; Ethnic group; Order (exchange); Rural area; Business; Economics; Finance","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":[],"consensus_categories":[],"category_scores_codex":[0.0001769152,0.0002311393,0.0003234172,0.00001748578,0.00007335548,0.0001629526,0.0003268423,0.000118859,0.0003875053],"category_scores_gemma":[0.00005411551,0.00008682656,0.00006269327,0.0002670028,0.00001828495,0.0001610298,0.0005571425,0.0002569531,0.000004868292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007118988,"about_ca_system_score_gemma":0.0007376365,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9475355,"about_ca_topic_score_gemma":0.9988163,"domain_scores_codex":[0.9984497,0.0001322509,0.0003758455,0.0004166845,0.0003002538,0.0003252326],"domain_scores_gemma":[0.9995019,0.00009927515,0.00008159709,0.00007124477,0.0001311681,0.0001147429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001701669,0.00003873355,0.9729261,0.00004190864,0.00001088852,0.00002497168,0.0005979442,0.00004862105,0.0008196641,0.0000257814,0.000485002,0.0249634],"study_design_scores_gemma":[0.00003604253,0.00002916619,0.9854206,0.00006618243,0.000002039767,5.957409e-7,0.01261263,0.00002437763,0.0004695852,0.0001989129,0.0008553923,0.0002844958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850887,0.00006795317,0.000001951574,0.01262063,0.000401681,0.0005668575,0.00002061127,0.00003140587,0.001200238],"genre_scores_gemma":[0.998269,0.00003609618,0.00007863629,0.0004422546,0.0001435998,0.0000830624,0.0002966473,7.341229e-7,0.0006500198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05128076,"threshold_uncertainty_score":0.4242912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267494111610779,"score_gpt":0.2187120906277607,"score_spread":0.2060371495116529,"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."}}