{"id":"W7011808513","doi":"","title":"The Novel Application of Electrical Resistivity Tomography for Spatiotemporal Monitoring of Urban Stormwater Bioretention Systems","year":2022,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioretention; Stormwater; Electrical resistivity tomography; Infiltration (HVAC); Water content; Moisture; Impervious surface","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000398487,0.000134252,0.0001908007,0.0003157158,0.0002431122,0.00004118339,0.0004119415,0.00006345731,7.387138e-7],"category_scores_gemma":[0.00001600089,0.0001287248,0.0001233126,0.0005438282,0.0000503465,0.0002414622,0.0001149885,0.0002950068,4.927398e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001865147,"about_ca_system_score_gemma":0.00002056914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001093918,"about_ca_topic_score_gemma":0.00003333289,"domain_scores_codex":[0.998895,0.00005712593,0.0002265807,0.0001868469,0.0003515213,0.0002828974],"domain_scores_gemma":[0.9993256,0.0001195489,0.00009385238,0.0002774379,0.0001192458,0.00006429773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001388976,0.00003207962,0.9356373,0.0002529017,0.00009601875,0.000002118295,0.0001053948,0.01057713,0.05136741,0.0003424669,7.960172e-7,0.00144751],"study_design_scores_gemma":[0.0005596776,0.0001588236,0.9814076,0.0000369119,0.00004036646,0.000004588489,0.0001182717,0.0007342281,0.0150298,0.0000229557,0.001695346,0.0001914537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840063,0.0003105463,0.01481462,0.00001051056,0.000294116,0.0003872204,0.00007928458,0.00008642238,0.00001097101],"genre_scores_gemma":[0.9996318,0.00001943195,0.00004338436,4.992767e-7,0.00005340002,0.00001378241,0.00002066226,0.00002361002,0.0001934282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04577029,"threshold_uncertainty_score":0.5249245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04672163416665123,"score_gpt":0.2748004734388077,"score_spread":0.2280788392721565,"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."}}