{"id":"W4414739921","doi":"10.1101/2025.09.30.679339","title":"The changing status of imperiled species in British Columbia over the last 15 years in the absence of a dedicated species at risk law","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Botany, Ecology, and Taxonomy Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Simon Fraser University","funders":"","keywords":"Biodiversity; Jurisdiction; Legislation; Population; Global biodiversity; Conservation status","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004025556,0.0002063178,0.0002527621,0.002879928,0.002304051,0.00167041,0.001341481,0.0003660819,0.003424359],"category_scores_gemma":[0.001986066,0.0001987396,0.0001896445,0.005348953,0.0009284711,0.0004497245,0.0008470523,0.0007930014,0.0004379182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02071964,"about_ca_system_score_gemma":0.01214371,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9915304,"about_ca_topic_score_gemma":0.9978374,"domain_scores_codex":[0.9994234,0.00002756691,0.00003718785,0.00009121068,0.0002527857,0.000167906],"domain_scores_gemma":[0.9951994,0.000207893,0.0006726454,0.0001336947,0.003006278,0.0007800937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009335483,0.00004244374,0.9559267,0.0002396475,0.00008731128,0.000449931,0.002372438,0.0003634998,0.001209337,0.0002342863,0.009254389,0.02972663],"study_design_scores_gemma":[0.000001328091,0.000007211531,0.9915078,0.00006108047,0.00001363792,0.00005940923,0.002359683,0.0001440325,0.0001102623,0.00001923047,0.005703676,0.00001274177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737518,0.001304068,0.0001319771,0.0005840691,0.00003813506,0.00002987381,0.0140841,0.00003648878,0.01003946],"genre_scores_gemma":[0.9861817,0.0009617565,0.0002703131,0.000268469,0.000006988384,0.00002473077,0.006094976,0.00001485915,0.006176233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02071964,"threshold_uncertainty_score":0.1503323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01423024725037778,"score_gpt":0.1950235773567627,"score_spread":0.1807933301063849,"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."}}