{"id":"W4409963337","doi":"10.32942/x2nw6r","title":"Nature requires investment: applying Priority Threat Management to support biodiversity and climate targets","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Liber Ero Foundation","keywords":"Biodiversity; Environmental resource management; Investment (military); Business; Environmental science; Environmental planning; Ecology; Political science; Biology","routes":{"ca_aff":false,"ca_fund":true,"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","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003507012,0.0003697198,0.0002759472,0.0001167176,0.0002823193,0.0001046184,0.000478221,0.000255769,0.002110162],"category_scores_gemma":[0.000006562359,0.0003646368,0.00008447353,0.0001519989,0.0001454815,0.0001557227,0.01150526,0.0004103376,0.0005970825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004488619,"about_ca_system_score_gemma":0.000006450947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005266341,"about_ca_topic_score_gemma":0.0005176584,"domain_scores_codex":[0.9977837,0.00004947544,0.0002874709,0.001015463,0.0004573991,0.000406484],"domain_scores_gemma":[0.9990364,0.00001546414,0.0001079566,0.0006205914,0.000003858548,0.0002156836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001356059,0.000470842,0.4745502,0.001501524,0.000392325,0.0001641894,0.001034175,0.001162702,0.0002401241,0.02105845,0.4715852,0.02770469],"study_design_scores_gemma":[0.0005949088,0.00008051861,0.3218088,0.0001096317,0.0002047326,0.000001511573,0.0004567572,0.0001499983,0.0004779742,0.00325966,0.6720322,0.0008232666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2525161,0.0002618744,0.001202581,0.01112728,0.001136236,0.007253554,0.0003911174,0.0004656592,0.7256457],"genre_scores_gemma":[0.4212391,0.009979676,0.1359094,0.3307115,0.0001244309,0.002020991,0.00161148,0.00008467773,0.09831875],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6273269,"threshold_uncertainty_score":0.9998806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01418877621153578,"score_gpt":0.2479563134646562,"score_spread":0.2337675372531204,"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."}}