{"id":"W3042936423","doi":"10.1111/gcb.15231","title":"Water loss and temperature interact to compound amphibian vulnerability to climate change","year":2020,"lang":"en","type":"article","venue":"Global Change Biology","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Park Service; National Science Foundation","keywords":"Environmental science; Climate change; Ectotherm; Snow; Habitat; Ecology; Vulnerability (computing); Free water; Atmospheric sciences; Climatology; Biology; Geography; Meteorology; Environmental engineering","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":[0.0003280246,0.0003738227,0.0003945337,0.0005460659,0.0002480995,0.0008697399,0.000277197,0.0004061611,0.001871385],"category_scores_gemma":[0.001046527,0.0002197182,0.0006040556,0.0002911063,0.0004026188,0.0005605323,0.0007486206,0.0003968611,0.0001381435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000457679,"about_ca_system_score_gemma":0.0002063542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003415238,"about_ca_topic_score_gemma":0.005463784,"domain_scores_codex":[0.9998173,0.00004521976,0.0000117175,0.00005505593,0.00002529665,0.00004547552],"domain_scores_gemma":[0.9993706,0.0001607918,0.0002436916,0.0000419258,0.00005921311,0.0001237088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001871857,0.00005165506,0.9518143,0.00004248867,0.0002914171,0.0001109822,0.00004394925,0.02168855,0.02145049,0.0002467885,0.0001778358,0.003894465],"study_design_scores_gemma":[0.000003348322,0.0001189084,0.9704225,0.000004666154,0.00006778672,0.00008666771,0.00007736615,0.02765067,0.001003744,0.0003057741,0.0002447492,0.00001367509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986627,0.00006671497,0.0006025498,0.00003911938,0.000002704359,0.000002891459,0.0001684441,0.00002318494,0.0004316455],"genre_scores_gemma":[0.9997168,0.00001294312,0.0001243408,0.00000914743,0.000002275979,0.000002262669,0.00007107078,0.000004456244,0.0000566368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003415238,"threshold_uncertainty_score":0.006790698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03942644876421392,"score_gpt":0.285074373131735,"score_spread":0.2456479243675211,"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."}}