{"id":"W7113173924","doi":"","title":"Frog Phonics: Capturing the Chorus of Vernal Pools with AudioMoths","year":2024,"lang":"en","type":"other","venue":"SUNY Digital Repository Support (State University of New York System)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Species richness; Waterfowl; Wetland; Citizen science; Common species; Habitat","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002134335,0.0008356712,0.001359378,0.0006815927,0.0001436298,0.0002410765,0.001415231,0.0003815771,0.0002607504],"category_scores_gemma":[0.00001590916,0.0007021328,0.0006426042,0.0006365726,0.0007234658,0.0003932441,0.0004060309,0.0005936969,0.001858543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007809899,"about_ca_system_score_gemma":0.001571052,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009518536,"about_ca_topic_score_gemma":0.0007275054,"domain_scores_codex":[0.9958714,0.0001241133,0.0007542023,0.001029136,0.00151938,0.0007017622],"domain_scores_gemma":[0.9959322,0.00007807744,0.001895465,0.001467312,0.0001986186,0.0004283517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006477145,0.0001171634,0.00234172,0.002613075,0.003136579,0.003987245,0.003464785,0.00008703033,0.0003398431,0.0001167185,0.9827165,0.0004316144],"study_design_scores_gemma":[0.001802016,0.0005129699,0.0003000229,0.007598809,0.001273229,0.001184613,0.01634185,0.0000205069,0.0009478742,0.00002820731,0.9688351,0.00115478],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005826716,0.002027641,0.00009714445,0.0000185299,0.001403297,0.001149408,0.002684988,0.0007830808,0.9860092],"genre_scores_gemma":[0.2923875,0.00001308317,0.00009329731,0.000002984038,0.0002211051,6.781249e-7,0.00008517555,0.0007790385,0.7064171],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2865607,"threshold_uncertainty_score":0.999543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019391693084795,"score_gpt":0.1852990131883568,"score_spread":0.1751050962575088,"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."}}