{"id":"W4400937570","doi":"10.32942/x2rg9p","title":"Traits, threats, and popularity explain extinction risk of birds globally","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Animal and Plant Science Education","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Threatened species; Extinction (optical mineralogy); Biodiversity; Context (archaeology); Extinction debt; Extinction event; Ecology; Agriculture; Range (aeronautics); Geography; Popularity; Habitat; Habitat destruction; Biology; Environmental resource management; Environmental science; Population; Environmental health; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008761212,0.0004587485,0.0002861586,0.0009280849,0.0002584883,0.001017278,0.0002546415,0.0004878462,0.006957049],"category_scores_gemma":[0.004751683,0.0001918668,0.0005542424,0.0005618854,0.0006081783,0.0007540126,0.001096728,0.0006527524,0.0006899675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002984813,"about_ca_system_score_gemma":0.000211262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004567531,"about_ca_topic_score_gemma":0.007234257,"domain_scores_codex":[0.9997054,0.00008814546,0.00001385174,0.000105087,0.00003574505,0.00005173509],"domain_scores_gemma":[0.9948267,0.002124195,0.001729068,0.0004150649,0.0003128721,0.0005920679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003267254,0.00002043013,0.9914464,0.00001784852,0.00008311967,0.00004652996,0.0001518905,0.0009398576,0.0006007261,0.0002453637,0.0001370459,0.006278201],"study_design_scores_gemma":[0.000001325833,0.00001801193,0.9965845,0.000008915583,0.00002596968,0.00005742902,0.0001814084,0.001981172,0.00005222866,0.0008864617,0.0001983737,0.000004133564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945943,0.000356987,0.001328874,0.0003013637,0.000007995276,0.000005072141,0.0001354265,0.00001881595,0.003251311],"genre_scores_gemma":[0.999024,0.00007864644,0.0003037238,0.00003541804,0.00001123393,0.000002847819,0.00007709153,0.00001015735,0.0004567969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006957049,"threshold_uncertainty_score":0.02327365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04537364184770892,"score_gpt":0.3386350753480746,"score_spread":0.2932614335003657,"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."}}