{"id":"W4405391172","doi":"10.1016/j.jenvman.2024.123567","title":"The “Blue” Habitat of Urban &amp; Suburban Areas and approaches for its biodiversity research: A scoping review","year":2024,"lang":"en","type":"review","venue":"Journal of Environmental Management","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biodiversity; Habitat; Geography; Environmental planning; Environmental resource management; Environmental science; Environmental protection; 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":[0.006197332,0.001022223,0.001474196,0.01369576,0.001486883,0.005679411,0.00152127,0.002150068,0.003072958],"category_scores_gemma":[0.0189481,0.0006943481,0.002180591,0.01569617,0.002129932,0.00547312,0.002796082,0.00195119,0.0006068824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004194125,"about_ca_system_score_gemma":0.01348693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01296688,"about_ca_topic_score_gemma":0.02472561,"domain_scores_codex":[0.996532,0.001327437,0.0007444118,0.000375032,0.0008069425,0.0002142046],"domain_scores_gemma":[0.9788424,0.0166665,0.001658054,0.0003272605,0.002165184,0.0003407277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005428513,0.00005453223,0.002115791,0.2074562,0.000436154,0.0002737858,0.003224018,0.0007824988,0.0003224905,0.02689528,0.02542753,0.7329575],"study_design_scores_gemma":[0.000008254476,0.00005393606,0.005764411,0.4623619,0.0009430585,0.0007821933,0.005697677,0.0003484211,0.0002077018,0.006330895,0.5174462,0.00005547448],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003910566,0.9963954,0.000383067,0.00113611,0.0002380666,0.00002906442,0.00004273827,0.000006682273,0.001377821],"genre_scores_gemma":[0.004709474,0.9937024,0.000737526,0.0004150072,0.0001158354,0.00006137419,0.00005923648,0.000005491239,0.0001936711],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01369576,"threshold_uncertainty_score":0.03277504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.166014113267468,"score_gpt":0.3299522175340373,"score_spread":0.1639381042665693,"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."}}