{"id":"W7115902080","doi":"10.26021/16167","title":"The Sustainable Management of Canada Geese. Report prepared part of the GEOG309 Research for Resilient Communities and Environments course, University of Canterbury, 2025.","year":2025,"lang":"en","type":"dissertation","venue":"University of Canterbury Research Repository (University of Canterbury)","topic":"Animal Ecology and Behavior Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transect; Population; Goose; Habitat; Waterfowl; Census; Environmental justice; Sample (material)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001876557,0.0002766148,0.0007412431,0.0002213049,0.002587453,0.0000111541,0.002109006,0.0002723392,0.0001225858],"category_scores_gemma":[0.0000494555,0.0002877235,0.000278304,0.0005426672,0.00423824,0.0002058517,0.002273922,0.0006522908,4.450063e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001061492,"about_ca_system_score_gemma":0.001374394,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5509689,"about_ca_topic_score_gemma":0.5894541,"domain_scores_codex":[0.9958661,0.0008737968,0.00044198,0.0005406749,0.001554882,0.0007225741],"domain_scores_gemma":[0.9966745,0.0005759919,0.0008759986,0.001074995,0.0006531173,0.0001454101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.04588882,0.004241181,0.3895076,0.01884611,0.01077493,0.006747621,0.06973349,0.001540856,0.0190417,0.007382603,0.4206001,0.00569498],"study_design_scores_gemma":[0.001900925,0.001042463,0.2234564,0.002016081,0.0008999445,0.00001721071,0.6728152,0.0002478556,0.003633701,0.00009734535,0.09343012,0.0004426826],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691891,0.0006941161,0.00002859575,0.0002990985,0.0002261944,0.001483223,0.0002604318,0.000007362572,0.02781188],"genre_scores_gemma":[0.7586394,0.001905226,0.00006668347,0.000001630678,0.000005287774,7.094237e-7,0.00003928817,0.00001160103,0.2393302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6030818,"threshold_uncertainty_score":0.9999575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02349844546393634,"score_gpt":0.2704153970656138,"score_spread":0.2469169516016775,"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."}}