{"id":"W3187711382","doi":"10.1101/2021.08.05.455200","title":"Balancing conservation priorities for grassland and forest specialist bird communities in agriculturally dominated landscapes","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of British Columbia; Carleton University; Environment and Climate Change Canada","funders":"Agriculture and Agri-Food Canada","keywords":"Threatened species; Grassland; Agroforestry; Habitat; Geography; Ecology; Biodiversity; Woodland; Bird conservation; Environmental science; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000500302,0.00009877299,0.0001745914,0.0005470082,0.0007958994,0.0007662939,0.000328625,0.0002452359,0.0008743069],"category_scores_gemma":[0.000764685,0.00009014602,0.00008691861,0.0003810585,0.0005859916,0.0003162351,0.0005261455,0.000121919,0.00004568576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001796246,"about_ca_system_score_gemma":0.001075858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09258582,"about_ca_topic_score_gemma":0.4877659,"domain_scores_codex":[0.9997471,0.00007206938,0.00000675067,0.00004301235,0.0000301437,0.0001008282],"domain_scores_gemma":[0.9994714,0.00009210494,0.0001502088,0.00002000605,0.00007772332,0.0001886573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001631778,0.00004401631,0.968426,0.00007927932,0.00008973317,0.0001820178,0.001110851,0.002690172,0.01388707,0.000595156,0.000378707,0.01235388],"study_design_scores_gemma":[0.000004701912,0.0000385991,0.9954145,0.000009022261,0.00001218991,0.00006143282,0.001853004,0.001868377,0.0001512768,0.0002639975,0.0003182696,0.000004663515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993147,0.00003771227,0.0001345197,0.00002678729,5.22548e-7,0.000003344532,0.00002026414,0.000002070586,0.0004601417],"genre_scores_gemma":[0.9997113,0.00001108917,0.0001895496,0.00001141126,6.758664e-7,0.000001489315,0.00001518564,4.937003e-7,0.00005875362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09258582,"threshold_uncertainty_score":0.1840938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0163770597620933,"score_gpt":0.21272517121244,"score_spread":0.1963481114503467,"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."}}