{"id":"W4291721231","doi":"10.1111/gcb.16371","title":"Recommendations for quantifying and reducing uncertainty in climate projections of species distributions","year":2022,"lang":"en","type":"article","venue":"Global Change Biology","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Climate Program Office; Nuclear Safety and Security Commission; National Aeronautics and Space Administration","keywords":"Species distribution; Climate change; Earth system science; Environmental science; Ecology; Environmental resource management; Habitat; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0443413,0.003869268,0.001929964,0.006278339,0.002717457,0.01104943,0.009692215,0.01117866,0.03712387],"category_scores_gemma":[0.2048632,0.002182897,0.003840181,0.005325159,0.00261141,0.01878055,0.006437386,0.01229177,0.009979984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006632518,"about_ca_system_score_gemma":0.031953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07822286,"about_ca_topic_score_gemma":0.06892824,"domain_scores_codex":[0.9767238,0.01465147,0.002288767,0.001257407,0.003944319,0.001134185],"domain_scores_gemma":[0.8014568,0.08485232,0.008580313,0.01191387,0.08331849,0.009878083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000301493,0.0008276541,0.01104128,0.004474855,0.0005775781,0.0003916002,0.001705395,0.06614257,0.002416479,0.04022874,0.5470072,0.3248852],"study_design_scores_gemma":[0.000779007,0.0002718034,0.01126055,0.02368365,0.000872875,0.0003344096,0.01094606,0.07162195,0.005745476,0.1925948,0.6807538,0.001135688],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.01342814,0.02871372,0.2353054,0.6062453,0.01322456,0.00672254,0.0130128,0.009349384,0.07399824],"genre_scores_gemma":[0.06911427,0.02475063,0.8267286,0.04571975,0.001961926,0.008983943,0.006996843,0.001221142,0.0145229],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07822286,"threshold_uncertainty_score":0.2345021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1655780558145342,"score_gpt":0.3523576836422552,"score_spread":0.186779627827721,"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."}}