{"id":"W4385277978","doi":"10.3390/land12081477","title":"Sensing and Measurement Techniques for Evaluation of Nature-Based Solutions: A State-of-the-Art Review","year":2023,"lang":"en","type":"review","venue":"Land","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Software deployment; Computer science; Data science; Categorization; Thematic map; Management science; Remote sensing; Engineering; Artificial intelligence; Geography; Cartography","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":[0.01053792,0.001593616,0.004208516,0.01794442,0.0008186174,0.004001686,0.002261336,0.00235458,0.006055268],"category_scores_gemma":[0.02628532,0.0009629825,0.003622851,0.01880809,0.001581978,0.004234882,0.001797397,0.001814324,0.001265659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002956875,"about_ca_system_score_gemma":0.01193054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007198182,"about_ca_topic_score_gemma":0.01243709,"domain_scores_codex":[0.992925,0.002083033,0.001616985,0.0005915332,0.002550961,0.0002325568],"domain_scores_gemma":[0.9629704,0.02944739,0.00290104,0.0006445613,0.003814002,0.0002227005],"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":[0.00005722084,0.00007496688,0.0005739909,0.3614452,0.0008110016,0.0001161702,0.0003435022,0.0004435518,0.0006581718,0.007135647,0.009060756,0.6192799],"study_design_scores_gemma":[0.00002682747,0.0001527407,0.002993229,0.3221869,0.003687188,0.0005209828,0.0006410701,0.0003641936,0.0008477909,0.004322849,0.6641638,0.00009242993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001121127,0.9984137,0.0002809198,0.0002585906,0.000100956,0.00005085677,0.0000665847,0.000006400448,0.0007099514],"genre_scores_gemma":[0.001239903,0.9975824,0.0007738697,0.0001230412,0.00005413353,0.00005852248,0.00005632627,0.00000293983,0.0001088103],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01794442,"threshold_uncertainty_score":0.05573052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1593458965067396,"score_gpt":0.3842100072941903,"score_spread":0.2248641107874507,"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."}}