{"id":"W6931857936","doi":"10.5445/ir/1000157748","title":"Making protected areas effective for biodiversity, climate and food","year":2023,"lang":"en","type":"article","venue":"Repository KITopen (Karlsruhe Institute of Technology)","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Convention on Biological Diversity; Biodiversity; Sustainability; Marine biodiversity; Climate change; Global biodiversity; Biodiversity conservation; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001930229,0.0001612097,0.0002818437,0.0001654398,0.0005169177,0.00002226478,0.0002801067,0.0001416618,0.000004579214],"category_scores_gemma":[0.0001043938,0.0001440962,0.00006398452,0.0005574875,0.0003686203,0.0002235757,0.00144989,0.000134324,0.000047255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008778834,"about_ca_system_score_gemma":0.000009112909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001039182,"about_ca_topic_score_gemma":0.0001561672,"domain_scores_codex":[0.9989461,0.00001772011,0.0002210146,0.0003849843,0.0001351686,0.000295004],"domain_scores_gemma":[0.9994957,0.00003216903,0.0001554147,0.0002543452,0.00002808037,0.0000342835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001442913,0.0001265029,0.8776054,0.0005535724,0.000263338,0.00008123365,0.000272359,0.00006892806,0.05206599,0.001645743,0.00523505,0.06193762],"study_design_scores_gemma":[0.001930108,0.001632988,0.8091429,0.0004122248,0.0002070994,0.0001850439,0.0005686511,0.0004693705,0.06746271,0.0027894,0.1143764,0.0008230661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945063,0.00007155366,0.00005985043,0.0005125743,0.0005075607,0.00147989,0.00001958911,0.0003667579,0.002475942],"genre_scores_gemma":[0.998735,0.00002617563,0.0006977301,0.00001110734,0.00002918048,0.0002915612,0.000004550714,0.000007879201,0.0001968582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1091413,"threshold_uncertainty_score":0.5876073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01778682803053739,"score_gpt":0.2389408114216486,"score_spread":0.2211539833911112,"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."}}