{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007683611,0.0008280646,0.0003094129,0.002045399,0.001731681,0.005072665,0.001615224,0.001445698,0.008644096],"category_scores_gemma":[0.01669371,0.0002658042,0.0004004881,0.002046839,0.001745645,0.003009362,0.003229573,0.00151981,0.0005904372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01060713,"about_ca_system_score_gemma":0.02050887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07404413,"about_ca_topic_score_gemma":0.1558001,"domain_scores_codex":[0.9964651,0.001726168,0.00009172574,0.0002331341,0.0009408602,0.000542916],"domain_scores_gemma":[0.9946794,0.002127393,0.0005667487,0.0002722209,0.001222611,0.001131593],"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":[0.0001550707,0.0004466129,0.03978653,0.001027578,0.0002258773,0.0004713645,0.002493509,0.03965579,0.001633878,0.175937,0.06812143,0.6700454],"study_design_scores_gemma":[0.0001423262,0.0008989655,0.05583764,0.00235686,0.000330359,0.0004179809,0.00989474,0.1571694,0.002479107,0.4823038,0.2879815,0.0001873249],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1261111,0.006255159,0.2709731,0.1563539,0.001191956,0.002742855,0.001269341,0.001089117,0.4340134],"genre_scores_gemma":[0.7792682,0.003959203,0.1966718,0.006150695,0.0002479375,0.0005753099,0.0004220336,0.0001161426,0.01258862],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07404413,"threshold_uncertainty_score":0.1472263,"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."}}