{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02688298,0.0004434724,0.0008408805,0.0006954279,0.007330384,0.01021462,0.003759201,0.05706757,0.01084233],"category_scores_gemma":[0.09093679,0.0006407021,0.001080575,0.0007039681,0.007286008,0.0106757,0.004918084,0.04923463,0.007054537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007870568,"about_ca_system_score_gemma":0.03675583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009764626,"about_ca_topic_score_gemma":0.01746825,"domain_scores_codex":[0.9761837,0.004841001,0.001821032,0.002475857,0.0123184,0.002360059],"domain_scores_gemma":[0.9060298,0.05621721,0.003255904,0.004430226,0.0196974,0.01036958],"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":[0.00003314741,0.0001158102,0.001457794,0.00007216691,0.000007077678,0.001212814,0.0003792048,0.0001431496,0.0003681255,0.04890596,0.9095286,0.03777625],"study_design_scores_gemma":[0.0000333931,0.00005772848,0.001407313,0.0002729342,0.000006735174,0.0008802119,0.0005962327,0.0008401267,0.0002302692,0.05623108,0.9393899,0.00005410304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007025276,0.0005586523,0.001031823,0.9841888,0.003474853,0.00005345687,0.00003934054,0.00004828611,0.009902263],"genre_scores_gemma":[0.01270953,0.00056714,0.003487291,0.9626227,0.00573744,0.0001240197,0.00005902632,0.00004578227,0.01464713],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05706757,"threshold_uncertainty_score":0.1421725,"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."}}