{"id":"W4387267389","doi":"10.1038/s41559-023-02209-3","title":"Priorities for progress towards Sustainable Development Goal 15 ‘Life on land’","year":2023,"lang":"en","type":"article","venue":"Nature Ecology & Evolution","topic":"Invertebrate Taxonomy and Ecology","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bureau de Coopération Interuniversitaire","funders":"","keywords":"Sustainable development; Biodiversity; Environmental resource management; Environmental planning; Ecosystem; Action (physics); Business; Geography; Ecology; Environmental science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004179697,0.000142847,0.0001951488,0.00004424615,0.0005745641,0.00002383767,0.0001812295,0.0006281078,0.000186501],"category_scores_gemma":[0.0001625147,0.00006500378,0.0000656035,0.0003276339,0.0001017176,0.0001005099,0.00007860411,0.0002798662,0.0001733581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002482582,"about_ca_system_score_gemma":0.0001331752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000252739,"about_ca_topic_score_gemma":0.001758964,"domain_scores_codex":[0.9987026,0.00006501558,0.0001827388,0.0003147458,0.0001069879,0.000627847],"domain_scores_gemma":[0.9994895,0.0001658002,0.00007540075,0.00004164726,0.0001507984,0.00007678267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001320912,0.0005770948,0.5825754,0.0002553828,0.0002530909,0.00008355735,0.0006065629,0.0002489377,0.001166667,0.101004,0.2105211,0.1013873],"study_design_scores_gemma":[0.0002673471,0.0004906533,0.816889,0.000004687812,0.000008189366,0.000003001368,0.0006484816,0.0002797991,0.0002994129,0.0017003,0.1792584,0.000150765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932434,0.0001743499,0.00001209877,0.004186337,0.0007680392,0.0006482513,0.00001368722,0.0002127084,0.0007411268],"genre_scores_gemma":[0.9952652,0.000009669752,0.0001190534,0.0006832318,0.0003880679,0.0003857631,0.000192609,0.00000146304,0.0029549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2343136,"threshold_uncertainty_score":0.4844542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01202369638020146,"score_gpt":0.2283280818944951,"score_spread":0.2163043855142936,"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."}}