{"id":"W7028755084","doi":"","title":"Factors affecting the visual preference of stormwater managmeent design alternatives for residential boulevards","year":2021,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Signage; Stormwater; Preference; Neighbourhood (mathematics); Focus group; Stormwater management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008253114,0.0001227729,0.0001085595,0.0002780996,0.0004173962,0.0007353125,0.0001460421,0.000232014,0.003752965],"category_scores_gemma":[0.002823483,0.00008248898,0.0001598776,0.0002454991,0.0002635558,0.0001918781,0.000242032,0.0001797136,0.0002311198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006437267,"about_ca_system_score_gemma":0.0003785975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01760508,"about_ca_topic_score_gemma":0.09578461,"domain_scores_codex":[0.9993364,0.0002777364,0.00004158978,0.00004544445,0.0002025252,0.00009628393],"domain_scores_gemma":[0.9988072,0.0005217034,0.0002713113,0.00003292579,0.0002416354,0.0001252273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001145999,0.0005488885,0.8788938,0.0002980589,0.00006203925,0.0007518207,0.01048713,0.001302014,0.02886185,0.0004704206,0.001537209,0.07564075],"study_design_scores_gemma":[0.00002470299,0.0006376036,0.9727699,0.0000564462,0.00002883793,0.0003512723,0.01753646,0.001076275,0.002837404,0.0001788595,0.004481487,0.0000207726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980037,0.00002694061,0.0001366872,0.00003199276,0.000001505828,0.0000111663,0.00002019527,0.000001259319,0.001766528],"genre_scores_gemma":[0.998423,0.0000477905,0.0005154802,0.00002057256,0.000001151051,0.000007493886,0.0000387574,0.000001526581,0.0009442371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01760508,"threshold_uncertainty_score":0.03500521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04879541976858418,"score_gpt":0.271508906897353,"score_spread":0.2227134871287688,"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."}}