{"id":"W4403609331","doi":"10.1038/s44185-024-00062-6","title":"The Biodiversity Credit Market needs rigorous baseline, monitoring, and validation practices","year":2024,"lang":"en","type":"letter","venue":"npj Biodiversity","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Baseline (sea); Biodiversity; Business; Environmental resource management; Environmental science; Ecology; Biology; Fishery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001015979,0.0004115588,0.0002499094,0.0002346154,0.001968885,0.0005591814,0.000847089,0.0005193023,0.001511761],"category_scores_gemma":[0.0001499638,0.0003334185,0.0001725212,0.0005876011,0.0006599598,0.0003622822,0.002250236,0.001033694,0.00245608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000410723,"about_ca_system_score_gemma":0.00002479946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00368026,"about_ca_topic_score_gemma":0.00007023936,"domain_scores_codex":[0.9972661,0.0003124934,0.000232551,0.0007513928,0.0009498046,0.0004877016],"domain_scores_gemma":[0.9984202,0.0003667404,0.0004916865,0.000556944,0.0000427967,0.0001216796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002566221,0.00001597907,0.3453257,0.00005508401,0.00008801846,0.0001076346,0.000290791,0.000001884908,0.000002856484,1.812031e-7,0.6528333,0.001252827],"study_design_scores_gemma":[0.0002080596,0.00004267789,0.1123503,0.00001913806,0.0004802442,0.000006551059,0.0007855363,0.00003356064,0.0000294136,0.00002176637,0.8856598,0.0003629924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2021478,0.0007233296,0.00001946431,0.7725415,0.003728065,0.0009797543,0.001097606,0.0003513356,0.01841118],"genre_scores_gemma":[0.02824273,0.02182876,0.002200025,0.5971411,0.01389997,0.00006854218,0.003943476,0.0001361716,0.3325392],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.314128,"threshold_uncertainty_score":0.9999118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02325232739013846,"score_gpt":0.2189437832671212,"score_spread":0.1956914558769828,"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."}}