{"id":"W4394753227","doi":"10.69554/juiq4930","title":"The City of Penticton’s comprehensive approach to wildfire risk reduction","year":2024,"lang":"en","type":"article","venue":"","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Penticton Regional Hospital","funders":"","keywords":"Environmental planning; Emergency management; Disaster risk reduction; Risk management; Livelihood; Environmental resource management; Plan (archaeology); Business; Geography; Environmental science; Political science; Agriculture","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005935868,0.0005820955,0.000289839,0.0007754686,0.009635836,0.005993216,0.001929688,0.001330476,0.01580226],"category_scores_gemma":[0.001295165,0.0004400111,0.0003758864,0.0007932716,0.001821707,0.00102966,0.007286101,0.003406866,0.001145848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01120433,"about_ca_system_score_gemma":0.05045274,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4124603,"about_ca_topic_score_gemma":0.7650617,"domain_scores_codex":[0.999225,0.0001140887,0.00001941976,0.00008128313,0.0002285615,0.0003315604],"domain_scores_gemma":[0.9981245,0.0000819614,0.00005637349,0.00007138309,0.0003435858,0.001322134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001605785,0.0006450033,0.04127102,0.0007723342,0.000133374,0.003718574,0.008606094,0.008349583,0.004011193,0.04140018,0.5441051,0.346827],"study_design_scores_gemma":[0.0000299353,0.0001152052,0.06066719,0.0005396293,0.00004954201,0.0009271572,0.02469467,0.002266724,0.001257068,0.006644482,0.9027216,0.000086901],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1902988,0.007665381,0.02209403,0.1647931,0.002500671,0.001060047,0.002575242,0.001156929,0.6078558],"genre_scores_gemma":[0.6803282,0.007333354,0.03047456,0.01697606,0.0002797721,0.0005780527,0.002182204,0.0002966451,0.2615511],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5875397,"threshold_uncertainty_score":0.8201191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01011956587514526,"score_gpt":0.2224083043405164,"score_spread":0.2122887384653711,"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."}}