{"id":"W4403987886","doi":"10.32942/x2k34f","title":"Towards a modern and efficient European biodiversity observation network fit for multiple policies","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiversity; Computer science; Environmental resource management; Environmental science; Ecology; Biology","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":[0.03455038,0.0009273761,0.0009782806,0.00511852,0.001093872,0.004794437,0.00305209,0.001958593,0.002946628],"category_scores_gemma":[0.02947072,0.0007085233,0.001074486,0.007256808,0.0009348044,0.01152261,0.006411465,0.002165674,0.0009281102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003278168,"about_ca_system_score_gemma":0.005938943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01860403,"about_ca_topic_score_gemma":0.01123082,"domain_scores_codex":[0.984059,0.008545713,0.001380456,0.002878004,0.002392584,0.0007441505],"domain_scores_gemma":[0.9735441,0.007711031,0.003671821,0.007282272,0.006320356,0.001470494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003372111,0.0002625466,0.07311431,0.001081131,0.000469771,0.0003243076,0.002173161,0.09203172,0.004358184,0.2315405,0.03009168,0.5642155],"study_design_scores_gemma":[0.0001236567,0.0002630671,0.06724528,0.002438582,0.0002752771,0.0003974627,0.004001225,0.2176411,0.006754962,0.1854102,0.5151658,0.0002834474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03685314,0.002402205,0.9305393,0.005761018,0.0003295626,0.0007787557,0.006084134,0.001659852,0.01559208],"genre_scores_gemma":[0.156368,0.001469147,0.8273261,0.000833281,0.0001523024,0.001288395,0.009676724,0.0003378236,0.002548318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03455038,"threshold_uncertainty_score":0.1827221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08623996640133562,"score_gpt":0.2615800300934398,"score_spread":0.1753400636921042,"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."}}