{"id":"W4214746584","doi":"10.32942/osf.io/hy7a2","title":"Achieving global biodiversity goals by 2050 requires urgent and integrated actions","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Biodiversity; Biosphere; Environmental resource management; Set (abstract data type); Path (computing); Environmental planning; Business; Natural resource economics; Environmental science; Computer science; Economics; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003974982,0.000960518,0.0007396202,0.001069977,0.001783628,0.007907647,0.0008792991,0.003669007,0.01982874],"category_scores_gemma":[0.008896227,0.0003130193,0.0006589383,0.001590934,0.003191825,0.0103473,0.007148916,0.005869908,0.008425713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002326266,"about_ca_system_score_gemma":0.004180241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003661579,"about_ca_topic_score_gemma":0.004460164,"domain_scores_codex":[0.9977955,0.000497054,0.00005709063,0.0003253651,0.001010761,0.0003142043],"domain_scores_gemma":[0.9964058,0.001182455,0.0003715675,0.0007765142,0.0007048059,0.0005587796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004124833,0.00005650364,0.001605142,0.0003229609,0.00004456615,0.0001126999,0.0003709501,0.00383946,0.001197522,0.8400277,0.06929204,0.08308931],"study_design_scores_gemma":[0.000005988227,0.00001768707,0.001234321,0.0001475243,0.0000109903,0.0001046187,0.0005736575,0.002756362,0.0006524057,0.8181196,0.1763482,0.00002867217],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03175469,0.01353517,0.2745753,0.1854882,0.007063925,0.0001186129,0.002508413,0.002545908,0.4824098],"genre_scores_gemma":[0.644296,0.02388668,0.2440285,0.01509791,0.003320463,0.0002849206,0.004158387,0.002010736,0.06291635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01982874,"threshold_uncertainty_score":0.06633371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0263123656303495,"score_gpt":0.235644239448492,"score_spread":0.2093318738181425,"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."}}