{"id":"W4378567047","doi":"10.1111/fwb.14102","title":"Multi‐scale relationships in thermal limits within and between two cold‐water frog species uncover different trends in physiological vulnerability","year":2023,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Colorado State University; California Department of Fish and Wildlife; University of Montana; National Science Foundation","keywords":"Thermoregulation; Spatial variability; Ecology; Range (aeronautics); Spatial ecology; Local adaptation; Climate change; Environmental science; Elevation (ballistics); Biology; Vulnerability (computing); Population","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004317834,0.000195104,0.0003317512,0.000119989,0.00008765324,0.00001007934,0.0001757197,0.0002721275,0.001187114],"category_scores_gemma":[0.00002734001,0.0001093828,0.0000480855,0.0001947939,0.0006787205,0.00006046962,0.000322473,0.0003526804,0.0003258315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009131477,"about_ca_system_score_gemma":0.000002564213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003686067,"about_ca_topic_score_gemma":0.0169255,"domain_scores_codex":[0.9979479,0.0006125212,0.0003559781,0.0005483631,0.000064198,0.0004710148],"domain_scores_gemma":[0.9995364,0.0001289144,0.00004267895,0.0002112314,0.000003046853,0.00007770969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002184541,0.00004826863,0.7370803,0.000001545618,0.000004226198,0.000005109762,0.0007864011,0.0002009038,0.2613306,0.00001337303,0.000143683,0.000363729],"study_design_scores_gemma":[0.0007718917,0.000113978,0.9841671,0.000004240858,0.000003606308,0.000001065579,0.00007551148,0.0005833273,0.01230672,0.000604074,0.001196258,0.0001722171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987605,0.00001135124,0.000008569144,0.0005513441,0.0001422308,0.0001454821,0.0000668314,0.00005088441,0.0002628746],"genre_scores_gemma":[0.9978054,0.000007756424,0.0002210578,0.00008221634,0.00007677026,0.00003352995,0.0002402804,0.000009859889,0.001523095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2490238,"threshold_uncertainty_score":0.9997259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06387038335914479,"score_gpt":0.2789357733839577,"score_spread":0.2150653900248129,"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."}}