{"id":"W4289637415","doi":"10.1101/2022.08.01.502337","title":"Warming undermines emergence success in a threatened alpine stonefly: a multi-trait perspective on vulnerability to climate change","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"U.S. Geological Survey; University of Montana; National Science Foundation","keywords":"Climate change; Threatened species; Vulnerability (computing); Global warming; Ecology; Trait; Critical thermal maximum; Environmental science; Geography; Environmental resource management; Biology; Habitat; Acclimatization","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":[0.0006193825,0.0003155328,0.0002859882,0.0004422326,0.0004590735,0.0007238853,0.0002635098,0.0004574672,0.001680715],"category_scores_gemma":[0.0009888785,0.00009886082,0.0003395037,0.0002312689,0.0004681179,0.0006616524,0.0005702421,0.000534998,0.0001081052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004593884,"about_ca_system_score_gemma":0.0002191535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003102159,"about_ca_topic_score_gemma":0.008163801,"domain_scores_codex":[0.9998073,0.0000489401,0.000008128261,0.00006235509,0.0000255473,0.00004786173],"domain_scores_gemma":[0.9994424,0.0001402737,0.000205814,0.00003524408,0.00005847607,0.0001178574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005376837,0.0002390647,0.8177572,0.0002283539,0.0003441543,0.0007617251,0.001650781,0.002793056,0.1450334,0.001485429,0.0007189934,0.02845006],"study_design_scores_gemma":[0.000003229978,0.0002107352,0.9954088,0.00001747441,0.00004543838,0.0001340095,0.0004471646,0.001694624,0.001069127,0.000443001,0.0005125486,0.00001388194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983833,0.0003077522,0.0001924948,0.0002073561,0.000003980065,0.000002661228,0.0000790269,0.000009946116,0.0008135843],"genre_scores_gemma":[0.9993294,0.00009869532,0.0001849652,0.000121101,0.000006368163,0.000004015197,0.00007091883,0.000003679152,0.0001808175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003102159,"threshold_uncertainty_score":0.006168187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04641402438265739,"score_gpt":0.286708652999454,"score_spread":0.2402946286167966,"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."}}