{"id":"W4378903675","doi":"10.1002/bes2.2085","title":"Taking the Pulse of Changing Phenologies and Biodiversity: The Acoustic Way","year":2023,"lang":"en","type":"article","venue":"Bulletin of the Ecological Society of America","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Research Chairs","keywords":"Sandpiper; Calidris; Arctic; Plover; Tundra; Geography; Ecology; Oceanography; Biology; Geology; Habitat","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006773969,0.0002547585,0.0003515626,0.001918321,0.0006567502,0.001999567,0.0003741657,0.0005410366,0.01281495],"category_scores_gemma":[0.002554565,0.0002161785,0.0002953843,0.002362459,0.0003663949,0.001656894,0.001359533,0.0008988069,0.003461536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003105477,"about_ca_system_score_gemma":0.0002183582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007636686,"about_ca_topic_score_gemma":0.03912666,"domain_scores_codex":[0.9995118,0.0001561904,0.00002263976,0.0001707905,0.00008022269,0.00005840852],"domain_scores_gemma":[0.9986079,0.0002784812,0.0003501612,0.0001413874,0.0002600426,0.0003621468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003202241,0.00006039581,0.7447463,0.0004499629,0.0003039252,0.0003394002,0.008704755,0.0004486098,0.004478579,0.001100548,0.08089571,0.1581516],"study_design_scores_gemma":[0.000006330794,0.00007462355,0.9317286,0.0001761306,0.00005286704,0.0004279226,0.009757388,0.0005742698,0.0003269728,0.001255223,0.0555656,0.00005413035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7921761,0.006287853,0.0155259,0.008405543,0.00135389,0.0001589489,0.104111,0.001153341,0.07082746],"genre_scores_gemma":[0.9359018,0.002247201,0.02278213,0.001790764,0.0007783691,0.0002274253,0.02458485,0.0004424478,0.01124491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01281495,"threshold_uncertainty_score":0.04287022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04517806697818798,"score_gpt":0.307946353135124,"score_spread":0.262768286156936,"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."}}