{"id":"W4412107865","doi":"10.25071/2564-4661.70","title":"Internal Migration in the Canadian Prairies and British Columbia due to Climate Change","year":2025,"lang":"en","type":"article","venue":"Contemporary Kanata Interdisciplinary Approaches To Canadian Studies","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Climate change; Geography; Physical geography; Internal migration; Climatology; Oceanography; Geology; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001560445,0.0002007067,0.000374366,0.0006129527,0.002378203,0.001122859,0.0005202297,0.0001317879,0.00001874922],"category_scores_gemma":[0.0003832394,0.0002500922,0.00005632053,0.001047805,0.0004176686,0.0006945844,0.0003267237,0.0002212692,0.00001419804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001534765,"about_ca_system_score_gemma":0.001041781,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9941529,"about_ca_topic_score_gemma":0.9999982,"domain_scores_codex":[0.9977082,0.0003523976,0.0004349546,0.0005620752,0.0002660584,0.0006763065],"domain_scores_gemma":[0.9987848,0.0001939337,0.00008145331,0.0002809302,0.0001700232,0.0004887897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004247272,0.00004439636,0.1633945,0.0001408515,0.000119593,0.0003124293,0.5222847,0.000005210301,7.712452e-7,0.01116894,0.2762313,0.02625495],"study_design_scores_gemma":[0.0002836029,0.0001326719,0.4163243,0.0007006524,0.0000294298,0.00001803712,0.4822866,0.0001278862,8.105334e-7,0.002965892,0.09669268,0.000437438],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5627069,0.00547438,0.00002902411,0.3380741,0.0008941998,0.004143714,0.0006325814,0.00007548801,0.08796959],"genre_scores_gemma":[0.9923794,0.0001284172,0.0001281673,0.004823436,0.0002119649,0.000962471,0.00009963567,0.00001772514,0.001248842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4296724,"threshold_uncertainty_score":0.9999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2905995800057256,"score_gpt":0.3475011572410244,"score_spread":0.05690157723529882,"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."}}