{"id":"W4405948619","doi":"10.1111/cobi.14434","title":"Classification of direct threats to the conservation of ecosystems and species 4.0","year":2024,"lang":"en","type":"article","venue":"Conservation Biology","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Ministère des Ressources naturelles et des Forêts","funders":"","keywords":"Ecosystem; Geography; Biodiversity; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002528939,0.00005520401,0.00009825374,0.00002833128,0.00004039937,0.00001167729,0.00007769898,0.00004730074,0.002634577],"category_scores_gemma":[0.00007797367,0.00003833271,0.00002183865,0.0002590355,0.000183478,0.00005314656,0.00004601955,0.00002817454,0.00009372421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006195348,"about_ca_system_score_gemma":0.000009231273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003402172,"about_ca_topic_score_gemma":0.001326787,"domain_scores_codex":[0.9994641,0.00005292732,0.0002022125,0.0001438303,0.00006445075,0.00007250028],"domain_scores_gemma":[0.9996162,0.0001405821,0.00006798955,0.0001282334,0.00002608088,0.00002090595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000214233,0.00002299006,0.6112371,0.00004876978,0.00001699231,2.105705e-7,0.0005037751,0.000003261149,0.2681787,0.08145576,0.03554114,0.00296989],"study_design_scores_gemma":[0.0000572736,0.00004953504,0.7428098,0.00001523665,0.00000814856,0.000001879458,0.0003833823,0.0009256236,0.003881681,0.000313257,0.2515091,0.0000451011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737632,0.0003024764,0.0003152747,0.01233689,0.0001980206,0.0002019735,0.0001207917,0.00002506872,0.01273635],"genre_scores_gemma":[0.998868,0.000139381,0.00002572564,0.0003770719,0.00001556512,0.00002197748,0.00008606753,0.000003232034,0.0004629984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.264297,"threshold_uncertainty_score":0.9982771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07378184041115705,"score_gpt":0.2890584418190675,"score_spread":0.2152766014079104,"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."}}