{"id":"W7147238923","doi":"10.29173/bluejay6421","title":"2024 Prairie Canada Piping Plover Census: Saskatchewan Results","year":2025,"lang":"","type":"article","venue":"Blue Jay","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"SaskPower; Environment and Climate Change Canada; Ministry of Environment; Nature Conservancy of Canada; Ministry of Environment - Saskatchewan; Bird Studies Canada; Alberta Conservation Association","keywords":"Plover; Piping; Hydrology (agriculture); Exclosure; Flood myth","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005860157,0.0004050918,0.0004322636,0.00005221838,0.0007839385,0.0001129079,0.0005401442,0.0001910075,0.0005588559],"category_scores_gemma":[0.0001742169,0.0003529765,0.0001312037,0.0005577296,0.0005693496,0.000130184,0.0009479831,0.0004681316,0.0002428748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026899,"about_ca_system_score_gemma":0.0004431746,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7514808,"about_ca_topic_score_gemma":0.9434592,"domain_scores_codex":[0.9966206,0.0001741744,0.0007657662,0.0008638377,0.0006901736,0.0008854773],"domain_scores_gemma":[0.9987038,0.0002451218,0.0001882874,0.0006341528,0.00002257496,0.0002061004],"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":[0.0003122142,0.0002466851,0.008866346,0.0003724875,0.0004016589,0.0001462278,0.02317953,0.003818928,0.0009188402,0.00007820385,0.9493182,0.01234069],"study_design_scores_gemma":[0.0009076329,0.00004814496,0.03683583,0.0003439986,0.00009554267,0.00000291409,0.01817959,0.0002628693,0.00385659,0.0001425274,0.9388617,0.0004627027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7428885,0.003546492,0.0001161458,0.07690504,0.007241512,0.001072398,0.001733276,0.00009700097,0.1663997],"genre_scores_gemma":[0.7734873,0.00008225447,0.0001036126,0.002129887,0.0002082581,0.000009910911,0.0000130158,0.00001690893,0.2239489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1919785,"threshold_uncertainty_score":0.9998922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02422787341944722,"score_gpt":0.2312803618640996,"score_spread":0.2070524884446524,"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."}}