{"id":"W4386246633","doi":"10.1093/ornithology/ukad039","title":"2023 AOS William Brewster Memorial Award to Cristina Yumi Miyaki and Maren Vitousek","year":2023,"lang":"en","type":"article","venue":"The Auk","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Simon Fraser University; Dalhousie University","funders":"","keywords":"Ornithology; Brewster; Library science; Nova scotia; Art history; History; Classics; Environmental ethics; Art; Archaeology; Biology; Philosophy; Ecology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002257422,0.0000933941,0.00009719406,0.00001769348,0.0001971403,0.00002037965,0.0002404634,0.00005705512,0.001694004],"category_scores_gemma":[0.00003235627,0.00006444841,0.00002682764,0.0001880867,0.0001694599,0.00006900834,0.0003641509,0.0001004057,0.01193671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000356794,"about_ca_system_score_gemma":0.000004487318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008182185,"about_ca_topic_score_gemma":0.0002964101,"domain_scores_codex":[0.999236,0.00004907916,0.0001023218,0.0002159605,0.0001326176,0.0002640029],"domain_scores_gemma":[0.9995906,0.00006910427,0.00002538995,0.0002318387,0.000002596556,0.00008047311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0000833425,0.0000489818,0.4473399,0.000005367788,0.00001187858,0.00007273617,0.001601075,0.00006734276,0.007425831,0.000008153543,0.5281065,0.01522893],"study_design_scores_gemma":[0.0001900851,0.00007612761,0.95094,0.000003606523,0.00002240355,0.00001145266,0.0001244398,0.00001309009,0.0007516044,0.0002729105,0.04747998,0.0001143748],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937934,0.000005029206,0.00001537126,0.003422003,0.0007133251,0.0002210535,0.00001403795,0.00006636414,0.001749441],"genre_scores_gemma":[0.9779058,0.000008060263,0.0001006198,0.0009928346,0.0002558186,0.0000398197,0.000005495087,0.00001431721,0.02067728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5036001,"threshold_uncertainty_score":0.9992186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01564823905560801,"score_gpt":0.2544232601701599,"score_spread":0.2387750211145519,"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."}}