{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001513321,0.0002381645,0.0003038305,0.00001849337,0.0001225068,0.00002453314,0.0002659213,0.0002205495,0.0008616219],"category_scores_gemma":[0.00003165904,0.0001591875,0.00005198368,0.0001801494,0.0002430149,0.00009237617,0.0009572817,0.000129071,0.001925155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001332362,"about_ca_system_score_gemma":0.000002303687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003922462,"about_ca_topic_score_gemma":0.000582804,"domain_scores_codex":[0.9982339,0.0001421073,0.0001989176,0.0007235394,0.00007325131,0.0006282841],"domain_scores_gemma":[0.9992136,0.00001601701,0.00003014503,0.0002214885,0.00001040405,0.0005083566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003424569,0.00006664766,0.9363814,0.00002637574,0.00001642757,0.00004746064,0.00426465,6.340724e-7,0.03550286,0.0001747914,0.004197784,0.01897852],"study_design_scores_gemma":[0.0005864137,0.001711373,0.735006,0.00002290834,0.00001347119,0.0001067606,0.0002766425,0.00003051324,0.00110743,0.0002219825,0.2602295,0.0006870069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97236,0.0000740322,0.000009709614,0.02521498,0.0004223396,0.0006675124,0.0002755093,0.00007041695,0.0009055632],"genre_scores_gemma":[0.9665298,0.00003498807,0.0001786122,0.03248809,0.0005955987,0.00008217115,0.00006536524,0.000009584416,0.00001583408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2560317,"threshold_uncertainty_score":0.998852,"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."}}