{"id":"W7009942829","doi":"","title":"Fitness declines toward range limits and local adaptation to climate affect dispersal evolution during climate-induced range shifts","year":2016,"lang":"en","type":"article","venue":"Open ULeth Scholarship (OPUS) (University of Lethbridge)","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Queen's University","keywords":"Range (aeronautics); Biological dispersal; Affect (linguistics); Ectotherm; Climate change","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001033054,0.0002952378,0.0004101488,0.0001209964,0.0006301157,0.0001253011,0.0007925348,0.0002065982,0.00343285],"category_scores_gemma":[0.0001435558,0.000287054,0.0001266071,0.0004623957,0.0003248427,0.002061274,0.00107492,0.0002173217,0.0009824673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008609489,"about_ca_system_score_gemma":0.0000235336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001899307,"about_ca_topic_score_gemma":0.003407269,"domain_scores_codex":[0.99755,0.000273248,0.0002553039,0.0007294921,0.0005300277,0.000661918],"domain_scores_gemma":[0.9987924,0.0001374064,0.0002191297,0.0003995235,0.0000680201,0.000383481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004107124,0.0005078436,0.7587811,0.0003709104,0.0001033473,0.0001726501,0.005807778,0.00009639781,0.1780597,0.003478952,0.00114804,0.04736623],"study_design_scores_gemma":[0.002842754,0.0002098814,0.9875419,0.0002113966,0.00006269771,0.00001354266,0.005382806,0.0001452379,0.002401625,0.00002949002,0.0007096374,0.0004491008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907966,0.00005076881,0.002866021,0.002971204,0.0001700529,0.0007414119,0.0002884316,0.00007680763,0.002038677],"genre_scores_gemma":[0.9989314,0.000243663,0.0003738679,0.0001437538,0.00003167355,0.000005445674,0.00003601825,0.00002612355,0.0002080264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2287607,"threshold_uncertainty_score":0.9999582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05038075758506761,"score_gpt":0.2675847849235111,"score_spread":0.2172040273384435,"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."}}