{"id":"W4402432879","doi":"10.1088/2752-664x/ad7961","title":"The Kunming-Montreal Global Biodiversity Framework needs headline indicators that can actually monitor forest integrity","year":2024,"lang":"en","type":"article","venue":"Environmental Research Ecology","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Headline; Biodiversity; Environmental resource management; Environmental science; Geography; Forestry; Business; Ecology; Biology; Advertising","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001231771,0.0002246361,0.000168114,0.0001624178,0.001627293,0.0002014254,0.0009226949,0.0002474902,0.002187056],"category_scores_gemma":[0.0001273483,0.0001694725,0.0001246115,0.0006685088,0.002132639,0.0001408632,0.002175508,0.0007610233,0.002264379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002173172,"about_ca_system_score_gemma":0.00004218644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00269823,"about_ca_topic_score_gemma":0.008436879,"domain_scores_codex":[0.9970226,0.0003870207,0.0002009987,0.0005485861,0.0009671139,0.0008736403],"domain_scores_gemma":[0.9986006,0.0006072596,0.0000501036,0.0004319319,0.000003928395,0.0003061719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005112183,0.0001544339,0.9704883,0.000008327986,0.0000708513,0.00008552296,0.001151892,0.00004178903,0.00002281978,0.00005258919,0.008181716,0.01969069],"study_design_scores_gemma":[0.0001748931,0.0001940989,0.8892201,0.000007914342,0.00002382039,0.00000643574,0.005634654,0.0002302143,0.00004968186,0.0007460302,0.1035519,0.0001602077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886537,0.0002357406,0.00005629379,0.007706885,0.0004572486,0.0005307739,0.0001957932,0.0000691156,0.002094429],"genre_scores_gemma":[0.9973568,0.0005808284,0.0001123471,0.0003438087,0.00009087983,0.00002918388,0.00006507881,0.000007640557,0.001413487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09537021,"threshold_uncertainty_score":0.9996725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02860659100544863,"score_gpt":0.2844044023438867,"score_spread":0.255797811338438,"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."}}