{"id":"W4399829356","doi":"10.1111/ecog.07144","title":"Variable species establishment in response to microhabitat indicates different likelihoods of climate‐driven range shifts","year":2024,"lang":"en","type":"article","venue":"Ecography","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Range (aeronautics); Ecology; Climate change; Variable (mathematics); Biology; Geography; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003188158,0.0001797853,0.0001756178,0.0007797873,0.0003407469,0.0005003902,0.000190029,0.0001782818,0.001408361],"category_scores_gemma":[0.0007580388,0.0001977891,0.0001909142,0.0004345837,0.0004115308,0.0002779334,0.0004161534,0.0003310109,0.0001849693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002126626,"about_ca_system_score_gemma":0.00009624768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003970178,"about_ca_topic_score_gemma":0.02099168,"domain_scores_codex":[0.9997924,0.00003545408,0.00002181367,0.00007646631,0.00003486922,0.00003898417],"domain_scores_gemma":[0.9987257,0.0002896207,0.0006092347,0.0001035774,0.00006890722,0.000202896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000477964,0.00001994078,0.9902107,0.00000860338,0.00002660311,0.00003047035,0.0001082456,0.0000532471,0.008632949,0.00001140214,0.00001889161,0.0008311747],"study_design_scores_gemma":[2.51413e-7,0.00000773671,0.999822,4.349396e-7,0.000001836808,0.00001543426,0.00002488191,0.00003576822,0.00007923329,0.000003225778,0.000008759371,6.178631e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995635,0.0000341806,0.00007710551,0.000003216629,6.948286e-7,0.00000257668,0.00008174802,0.000002958356,0.0002340587],"genre_scores_gemma":[0.9996783,0.00001735897,0.0000880824,0.00000498115,0.000001137873,0.000003720909,0.0001177737,0.000001513649,0.00008717701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003970178,"threshold_uncertainty_score":0.007894158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01053124392781435,"score_gpt":0.2315441987674177,"score_spread":0.2210129548396034,"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."}}