{"id":"W2946952564","doi":"10.1111/gcb.14712","title":"Opportunities for behavioral rescue under rapid environmental change","year":2019,"lang":"en","type":"article","venue":"Global Change Biology","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ectotherm; Microclimate; Climate change; Context (archaeology); Ecology; Environmental science; Extinction (optical mineralogy); Spatial ecology; Global warming; Temporal scales; Environmental resource management; Behavioral ecology; Computer 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":[0.001421978,0.0002670575,0.0004394155,0.0003487612,0.0004406812,0.0008210889,0.0004250711,0.0005947129,0.00195484],"category_scores_gemma":[0.004033386,0.0001781411,0.0005152581,0.0002288501,0.0007004531,0.0006670913,0.001082119,0.0007401599,0.0001998575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004359542,"about_ca_system_score_gemma":0.0002737728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001818218,"about_ca_topic_score_gemma":0.004869882,"domain_scores_codex":[0.9996086,0.0001642418,0.00002133996,0.0001065686,0.00003927506,0.00005997636],"domain_scores_gemma":[0.9984133,0.0005102156,0.0004690989,0.0004010996,0.00008369609,0.0001226522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003856609,0.0001672856,0.8216808,0.000245477,0.0005227248,0.0004135898,0.0007082024,0.07484994,0.03064561,0.008018619,0.001262693,0.06109938],"study_design_scores_gemma":[0.00001548005,0.00022898,0.9172211,0.00002645292,0.00009240217,0.0004453959,0.0007500353,0.06362294,0.001516566,0.01365074,0.002396504,0.0000332408],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893595,0.000138078,0.007277089,0.0003206377,0.000009572638,0.00001212063,0.0002135973,0.00007915788,0.002590381],"genre_scores_gemma":[0.9980855,0.00004201761,0.001464307,0.00007555269,0.000005505202,0.0000123959,0.000153042,0.00000877526,0.0001530257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00195484,"threshold_uncertainty_score":0.007520199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2207385078392627,"score_gpt":0.3214461430986419,"score_spread":0.1007076352593792,"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."}}