{"id":"W4293071646","doi":"10.2495/ei-v5-n2-161-172","title":"Urban Participation + Research + Regulation Method (PRRM) to Broadly Implement Green Urban Infrastructure Solutions","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Impacts","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Green infrastructure; Environmental planning; Business; Environmental 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08482889,0.001362287,0.001017852,0.004353922,0.004172489,0.004851317,0.003489667,0.003291921,0.02560149],"category_scores_gemma":[0.05021471,0.0008758415,0.001508528,0.003751821,0.007943031,0.006384575,0.01048578,0.003233829,0.005994216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004679226,"about_ca_system_score_gemma":0.01846377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001333846,"about_ca_topic_score_gemma":0.003859909,"domain_scores_codex":[0.8869816,0.09334432,0.003520952,0.005537069,0.008684671,0.001931444],"domain_scores_gemma":[0.9344186,0.04140824,0.004752635,0.01074826,0.006474808,0.002197437],"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":[0.0003929803,0.00162618,0.00416563,0.004161076,0.0001015518,0.0004962772,0.03861103,0.001406175,0.00370555,0.2910553,0.02296715,0.6313111],"study_design_scores_gemma":[0.00123856,0.002738036,0.008901778,0.003347859,0.0002536202,0.001450277,0.0494895,0.005448968,0.007446003,0.1960707,0.7232796,0.0003352387],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02654272,0.0008973856,0.7241212,0.01341017,0.0009727994,0.04280186,0.0006579689,0.001609091,0.1889869],"genre_scores_gemma":[0.1159457,0.000538969,0.8115923,0.002248883,0.0001149754,0.04618002,0.0002468,0.0002381533,0.02289422],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08482889,"threshold_uncertainty_score":0.4486234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05702658426497925,"score_gpt":0.3512115639888401,"score_spread":0.2941849797238608,"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."}}