{"id":"W4414694231","doi":"10.1016/j.ufug.2025.129093","title":"Intermediary functions of landscape architects and non-profits in shaping green infrastructure within new residential developments in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"Urban forestry & urban greening","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Environment and Climate Change Canada","keywords":"Intermediary; Context (archaeology); Work (physics); Process (computing); Bridge (graph theory); Urbanization","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002411365,0.0002278983,0.0002222942,0.0009730045,0.01560049,0.00461245,0.0009566793,0.0006067919,0.003062281],"category_scores_gemma":[0.002912468,0.0003287422,0.0001614202,0.001467833,0.007383121,0.001207688,0.003539157,0.0007833981,0.0001182587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08965939,"about_ca_system_score_gemma":0.1055847,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9746353,"about_ca_topic_score_gemma":0.9966491,"domain_scores_codex":[0.9977868,0.0007168658,0.00005867078,0.0002053073,0.0004259944,0.0008064275],"domain_scores_gemma":[0.9969336,0.0008516869,0.0002751138,0.0001064104,0.0006656882,0.001167557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001797274,0.0001471892,0.1667688,0.0002548904,0.00002491129,0.003884606,0.7092671,0.002201427,0.004152233,0.04179138,0.006261442,0.06506631],"study_design_scores_gemma":[0.00001516652,0.00005601345,0.1337401,0.0001975969,0.00002905485,0.0002770249,0.7671115,0.002200655,0.0008939864,0.002498014,0.09292259,0.00005824944],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959902,0.0004044738,0.001309195,0.002498588,0.00001421744,0.00009992762,0.00007858773,0.00001522244,0.03567775],"genre_scores_gemma":[0.9935374,0.0002100017,0.0007441356,0.00007468749,0.000001470066,0.00001404264,0.00002110128,0.000005506141,0.005391649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08965939,"threshold_uncertainty_score":0.6505274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006404110797291522,"score_gpt":0.1845127564377923,"score_spread":0.1781086456405008,"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."}}