{"id":"W2233632589","doi":"10.6084/m9.figshare.99889.v1","title":"Cities and Biodiversity Outlook: Action and Policy","year":2012,"lang":"en","type":"article","venue":"Figshare","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiversity; Action (physics); Environmental planning; Business; Geography; Environmental resource management; Economic growth; Political science; Economics; Ecology; Biology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00001636389,0.00003961871,0.00003642566,0.0000113106,0.00008970558,0.00002097983,0.00003087089,0.00002683726,0.05473751],"category_scores_gemma":[0.00001206895,0.00003152242,0.000006857858,0.00003285126,0.000002337698,0.0003236377,0.0001239566,0.00002034506,0.002346831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001707789,"about_ca_system_score_gemma":0.000001269824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003134439,"about_ca_topic_score_gemma":0.0001631224,"domain_scores_codex":[0.9997494,0.000006865117,0.00002704817,0.00006301427,0.00004704925,0.0001066477],"domain_scores_gemma":[0.9998637,0.000009952673,0.00001665659,0.00004315294,0.000001287819,0.0000652023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006327506,0.00001952816,0.8124323,0.0001708361,0.000009411537,0.00000132863,0.001623715,0.000003068725,0.000103093,0.000004811307,0.1785753,0.007050233],"study_design_scores_gemma":[0.00009182223,0.00001039846,0.8413227,0.00004387016,0.000003714489,0.000007784432,0.000187047,0.00004192454,0.0003233789,0.00001750457,0.1578681,0.0000817647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850065,0.0001360923,3.350393e-8,0.000117085,0.00001898106,0.0000435428,0.01033477,0.00002088306,0.00432208],"genre_scores_gemma":[0.9985684,0.00001206743,0.000006098936,0.0001696935,0.00006404587,0.000003690586,0.001109523,0.000001390044,0.00006511548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05239068,"threshold_uncertainty_score":0.99843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04086961042809831,"score_gpt":0.2363834629601766,"score_spread":0.1955138525320783,"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."}}