{"id":"W3211944509","doi":"10.1643/h2020048","title":"Environmental Influences on the Larval Density and Age-Class Distribution of Ascaphus truei near the Northern Extent of Its Range","year":2021,"lang":"en","type":"article","venue":"Ichthyology & Herpetology","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Forests; University of Northern British Columbia","funders":"","keywords":"Larva; STREAMS; Amphibian; Ecology; Abundance (ecology); Range (aeronautics); Habitat; Biology; Spatial distribution; Population density; Population; Environmental science; Geography; Demography","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002801796,0.0001484835,0.0003063866,0.000009901692,0.0002126719,0.00000635897,0.0002475575,0.0002056607,0.0008170091],"category_scores_gemma":[0.0001024286,0.0000854798,0.00008804219,0.00009061541,0.003435388,0.0000336452,0.0002806723,0.0002013386,0.0001325351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004581111,"about_ca_system_score_gemma":0.00002529097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001077744,"about_ca_topic_score_gemma":0.00121638,"domain_scores_codex":[0.9984396,0.0005326454,0.0002877493,0.0003330221,0.0001421838,0.0002648715],"domain_scores_gemma":[0.9990669,0.0003516703,0.0001904166,0.000334378,0.000009290099,0.00004729691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002083442,0.0002548319,0.9266605,0.00001053785,0.0001140574,0.0001250926,0.00115473,0.000111098,0.06328394,0.001319874,0.0003544751,0.006402471],"study_design_scores_gemma":[0.0003216527,0.0002532593,0.9837431,0.000005450275,0.00004568553,0.0001971226,0.0003543056,0.00008978009,0.008388593,0.000305118,0.006199729,0.00009622536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962572,0.0005832649,0.00001115003,0.002228961,0.0001698431,0.0001758502,0.0000332259,0.000008439323,0.0005320503],"genre_scores_gemma":[0.9990029,0.0001694626,0.00002288078,0.0005880353,0.00002416385,0.00001189215,0.00001841818,0.000006815128,0.0001553782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05708253,"threshold_uncertainty_score":0.9992767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009075167970510872,"score_gpt":0.2106425262249158,"score_spread":0.2015673582544049,"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."}}