{"id":"W7101437862","doi":"10.21083/crrf.v27i1.8601","title":"Planning the resilient community: The case for using green infrastructure as a foundation","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Political Systems and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Premise; Presentation (obstetrics); Work (physics); Foundation (evidence); Business system planning; Information system; Land-use planning; Green infrastructure","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002166682,0.0002315925,0.0002569803,0.0001200376,0.007994444,0.0009354994,0.0009035901,0.0002074128,0.00004318848],"category_scores_gemma":[0.00334636,0.0001437242,0.0001736252,0.001426994,0.0007670672,0.0007376522,0.0001358746,0.0003705486,0.000003913822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001900883,"about_ca_system_score_gemma":0.001527521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6799453,"about_ca_topic_score_gemma":0.3709181,"domain_scores_codex":[0.9979412,0.0002220552,0.0006772346,0.0002083123,0.000447039,0.0005041572],"domain_scores_gemma":[0.9971837,0.0003522191,0.0008992288,0.000261592,0.001147615,0.0001556246],"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":[0.00002077292,0.00001088286,0.004386512,0.0003788694,0.00006955818,3.588721e-7,0.009445472,0.0002962654,0.00008673037,0.9781398,0.002223168,0.004941576],"study_design_scores_gemma":[0.0009707566,0.0001515533,0.02059116,0.004037375,0.0009157966,0.0001460969,0.06442939,0.03633158,0.0003650259,0.2874255,0.5839223,0.0007134363],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9290881,0.000455035,0.001176876,0.04308595,0.001950385,0.004555344,0.00008114188,0.00002819402,0.01957894],"genre_scores_gemma":[0.995666,0.00002581656,0.00003573532,0.001444005,0.0002839723,0.00005707737,0.0000174153,0.00001744151,0.002452501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6907144,"threshold_uncertainty_score":0.993297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02968454604926439,"score_gpt":0.3244538544569895,"score_spread":0.2947693084077251,"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."}}