{"id":"W4405179215","doi":"10.1101/2024.12.05.626982","title":"Dispersal evolution can only rescue a limited set of species from climate change","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Biological dispersal; Climate change; Set (abstract data type); Geography; Rescue therapy; Ecology; Environmental resource management; Computer science; Environmental science; 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":[0.0005264362,0.0002701789,0.0004221425,0.0005357698,0.0006478347,0.0009496916,0.0003372366,0.0006338197,0.007215436],"category_scores_gemma":[0.002604255,0.0001523643,0.0003676155,0.0003918669,0.0006221742,0.001020965,0.0006790707,0.0006335435,0.0008406698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003431609,"about_ca_system_score_gemma":0.000194896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003982491,"about_ca_topic_score_gemma":0.00068183,"domain_scores_codex":[0.9998294,0.00004148058,0.00001316513,0.00005814387,0.00002898192,0.00002887571],"domain_scores_gemma":[0.9990801,0.0003454152,0.0001174896,0.0002759395,0.00005535236,0.0001257549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007384801,0.0003108203,0.2057426,0.001121809,0.0005844595,0.0038809,0.001082434,0.1101594,0.3032661,0.1948795,0.039422,0.1388115],"study_design_scores_gemma":[0.0001743934,0.0002982375,0.2017072,0.000219921,0.0002794567,0.004477251,0.001594821,0.3439569,0.05026019,0.3438885,0.0530211,0.0001220831],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555097,0.0007504516,0.02082968,0.002101426,0.000163906,0.00001421928,0.0007919439,0.00039564,0.01944303],"genre_scores_gemma":[0.9929201,0.0002526179,0.003775242,0.0001712392,0.00005955983,0.00001352181,0.0005894349,0.0000713105,0.002146935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007215436,"threshold_uncertainty_score":0.02413803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02916401235634756,"score_gpt":0.2264634594534129,"score_spread":0.1972994470970654,"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."}}