{"id":"W2992303647","doi":"10.1101/868125","title":"Climate change and local host availability drive the northern range boundary in the rapid northward expansion of the eastern giant swallowtail butterfly","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Espace pour la vie; Université du Québec à Rimouski","funders":"","keywords":"Range (aeronautics); Abiotic component; Butterfly; Ecology; Lepidoptera genitalia; Species distribution; Habitat; Climate change; Geography; Biology; Biotic component","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":[0.0004737904,0.0001378935,0.000119409,0.0005352494,0.0002645151,0.0006396119,0.0001664887,0.0002482168,0.001809448],"category_scores_gemma":[0.001055738,0.000153388,0.0004068441,0.0003459369,0.0003628112,0.0004279728,0.000407415,0.0002262662,0.0001618119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005156614,"about_ca_system_score_gemma":0.000330484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04339951,"about_ca_topic_score_gemma":0.07342929,"domain_scores_codex":[0.9998953,0.00002719561,0.000005843881,0.00004219485,0.00001252978,0.00001694266],"domain_scores_gemma":[0.999616,0.0001044845,0.0001464762,0.00002843167,0.00005120117,0.00005327889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003912904,0.00001855294,0.9894199,0.0000194491,0.00005998879,0.0001142679,0.0002447016,0.003398482,0.002112573,0.0002784052,0.0004496618,0.003844926],"study_design_scores_gemma":[0.000005681614,0.00001941382,0.9860322,0.00001535341,0.00002340647,0.00005788408,0.00058908,0.01216733,0.000160879,0.0002572227,0.0006661886,0.000005208762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987866,0.00008698909,0.0002111779,0.00009710102,0.000003239325,0.000001834847,0.0001387269,0.00001053865,0.0006637407],"genre_scores_gemma":[0.999651,0.00003935062,0.0000954881,0.00001470167,0.000002345592,0.000001577537,0.0001160828,0.000002699888,0.00007684583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04339951,"threshold_uncertainty_score":0.08629382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02070349513752097,"score_gpt":0.206263272714429,"score_spread":0.185559777576908,"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."}}