{"id":"W3196223774","doi":"10.21203/rs.3.rs-840978/v1","title":"Forest migration outpaces tree species range shift across North America","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; Université du Québec à Montréal","funders":"College of Agriculture, Purdue University; Department of Forestry and Natural Resources, Purdue University; Agricultural Marketing Service; National Institute of Food and Agriculture; Purdue University; U.S. Department of Agriculture","keywords":"Geography; Range (aeronautics); Tree (set theory); Agroforestry; Forestry; Biology; Materials science; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001349735,0.0003938457,0.0005308106,0.0001228964,0.0004723061,0.0007693134,0.001044518,0.000316949,0.001683628],"category_scores_gemma":[0.0006685749,0.000361748,0.0002650324,0.0008201364,0.0006236423,0.0003276904,0.003167797,0.001471871,0.002003229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009637487,"about_ca_system_score_gemma":0.0001002051,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02225816,"about_ca_topic_score_gemma":0.314444,"domain_scores_codex":[0.9938555,0.0009872628,0.0004160319,0.001167006,0.002411543,0.00116262],"domain_scores_gemma":[0.99755,0.0005199303,0.0001765098,0.001351254,0.00009095938,0.000311361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005561258,0.0002313793,0.9556774,0.0008420487,0.00004987667,0.0002095602,0.0122007,0.003584621,0.0003504641,0.000004381097,0.01034699,0.01644697],"study_design_scores_gemma":[0.0002049345,0.000194118,0.9470403,0.0003471193,0.000008017421,0.00000304053,0.002032527,0.004935697,0.0002116386,0.00004570751,0.04456242,0.0004145236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916292,0.0005500073,0.0002505014,0.001270902,0.0004129653,0.00154366,0.0002960891,0.0001199197,0.003926759],"genre_scores_gemma":[0.9951522,0.0003933587,0.000289938,0.0000314254,0.0003577548,0.0004979338,0.0005921607,0.00006418755,0.002621036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2921859,"threshold_uncertainty_score":0.9998835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03796921301618891,"score_gpt":0.3326998982406888,"score_spread":0.2947306852244999,"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."}}