{"id":"W4406075972","doi":"10.1016/j.healthplace.2024.103410","title":"A systematic review of measurement tools and senior engagement in urban nature: Health benefits and behavioral patterns analysis","year":2025,"lang":"en","type":"review","venue":"Health & Place","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Applied psychology; Data science; Sociology; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006839779,0.0005224544,0.004793428,0.0003723206,0.0001754694,0.00003463251,0.0002920888,0.000247574,0.00008609269],"category_scores_gemma":[0.0001360863,0.0004248015,0.0002927127,0.001316954,0.00005353413,0.0001046038,0.0002960851,0.0008794875,0.000008793511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001780219,"about_ca_system_score_gemma":0.0007239748,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00496509,"about_ca_topic_score_gemma":0.02303804,"domain_scores_codex":[0.9935513,0.00179623,0.002169898,0.0008481545,0.0009696408,0.0006647899],"domain_scores_gemma":[0.9969879,0.0002719302,0.001570592,0.000724219,0.00002678392,0.000418612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00000242532,0.0001009146,0.006659549,0.9261358,0.0001167476,0.000003299945,0.0003181887,7.538685e-7,4.152348e-9,0.00001861552,0.001863971,0.06477975],"study_design_scores_gemma":[0.0002324548,0.0002551929,0.002964077,0.9555432,0.002489082,0.00001023993,0.00008266174,0.000007663597,1.814051e-8,7.278097e-7,0.03806124,0.0003534541],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006268987,0.9922271,0.00001734219,0.001016958,0.00006498166,0.006221055,0.0003483703,0.00001949729,0.00002199612],"genre_scores_gemma":[0.0001136035,0.9964937,0.0001961499,0.002508032,0.00001491324,0.0004234601,0.0001229664,0.00002519506,0.0001019689],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0644263,"threshold_uncertainty_score":0.9998204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07643655099030153,"score_gpt":0.3654026148693327,"score_spread":0.2889660638790311,"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."}}