{"id":"W4415586603","doi":"10.21083/crrf.v29i1.7711","title":"Dependencyat aDistance: Implications of Workforce Mobility for Community Resilience Part","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Cape Breton University; University of Waterloo; Memorial University of Newfoundland","funders":"","keywords":"Residence; Dependency (UML); Workforce; Earnings; Work (physics); Geographic mobility; Psychological resilience; Mobilities; Community resilience","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003073023,0.0004432189,0.0005186007,0.0009087166,0.01086055,0.009322023,0.00159179,0.003708838,0.02575649],"category_scores_gemma":[0.00472979,0.0002633832,0.0006609575,0.001177115,0.008350481,0.01012728,0.01563501,0.005194814,0.001794402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005327774,"about_ca_system_score_gemma":0.009211694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01194644,"about_ca_topic_score_gemma":0.02705035,"domain_scores_codex":[0.9979774,0.00118819,0.00002967753,0.0001667484,0.0001434988,0.0004945312],"domain_scores_gemma":[0.9975351,0.0009849241,0.000184685,0.0001075484,0.0002637032,0.0009239435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005243253,0.0001905389,0.006642939,0.0007027214,0.0000303733,0.001083815,0.1855771,0.0004054151,0.0003073475,0.4138367,0.2121435,0.1790271],"study_design_scores_gemma":[0.000009057258,0.00007065943,0.007551701,0.002077879,0.00001744684,0.0004058533,0.3567755,0.0003763064,0.0001506226,0.1203893,0.5121226,0.00005308777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.08260828,0.03167761,0.004624518,0.5488477,0.007484903,0.0001608133,0.0002241484,0.00006945332,0.3243025],"genre_scores_gemma":[0.8570919,0.04273951,0.002113031,0.03316455,0.002102111,0.0004300111,0.0001828886,0.00009104945,0.06208489],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02575649,"threshold_uncertainty_score":0.086164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06190894790732371,"score_gpt":0.3776569765974082,"score_spread":0.3157480286900845,"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."}}