{"id":"W4415587053","doi":"10.21083/crrf.v32i1.8534","title":"Panel Discussion on Rural and Island Resilience","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Panel discussion; Resilience (materials science); Rural area; Rural development; Psychological resilience; Work (physics)","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":[0.01396947,0.001051816,0.001201673,0.001653261,0.01325651,0.008378337,0.004043672,0.04103682,0.06786339],"category_scores_gemma":[0.02247565,0.000750917,0.002073226,0.003152127,0.002711922,0.005382569,0.006400145,0.02129152,0.009992958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01720028,"about_ca_system_score_gemma":0.03242134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2816456,"about_ca_topic_score_gemma":0.3618926,"domain_scores_codex":[0.9949065,0.001049833,0.0001930724,0.0007586452,0.001360952,0.00173101],"domain_scores_gemma":[0.9783221,0.009017727,0.0005069167,0.0007309506,0.007527979,0.003894276],"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":[0.00003184064,0.000008909507,0.0001907562,0.00005111665,0.000005761646,0.00005942129,0.00029215,0.00006368034,0.00006946993,0.006741866,0.9912531,0.001232028],"study_design_scores_gemma":[0.00005593562,0.0000105864,0.002367429,0.0004211332,0.00002690704,0.00002451307,0.002336268,0.0000692129,0.0001325993,0.003845375,0.9906657,0.00004437232],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001528087,0.002260769,0.0002932406,0.8970156,0.02302699,0.0003068679,0.004101133,0.00003221516,0.07143507],"genre_scores_gemma":[0.01866414,0.002609611,0.0007091885,0.8001888,0.01404205,0.001142842,0.001800456,0.0001017887,0.1607411],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2816456,"threshold_uncertainty_score":0.5600125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01820511224521395,"score_gpt":0.229658120679218,"score_spread":0.2114530084340041,"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."}}