{"id":"W4381679480","doi":"10.3390/hydrology10050105","title":"Examination of Measured to Predicted Hydraulic Properties for Low Impact Development Substrates","year":2023,"lang":"en","type":"article","venue":"Hydrology","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Bioretention; Hydraulic conductivity; Pedotransfer function; Environmental science; Green roof; Infiltration (HVAC); Low-impact development; Geotechnical engineering; Richards equation; Soil water; Soil science; Water retention curve; Stormwater; Surface runoff; Roof; Geology; Engineering; Civil engineering; Materials 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":[0.001070347,0.0004067981,0.0003373549,0.0006139442,0.0001972557,0.0006614263,0.0005173035,0.0004742875,0.0009855725],"category_scores_gemma":[0.002280576,0.0002033707,0.0003126337,0.0006866978,0.0003726622,0.000718839,0.0002554013,0.0003559636,0.0002946142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007181728,"about_ca_system_score_gemma":0.00031239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002273754,"about_ca_topic_score_gemma":0.004216819,"domain_scores_codex":[0.999352,0.000095098,0.0000570171,0.0001783727,0.0002563897,0.00006108734],"domain_scores_gemma":[0.9983464,0.0009129031,0.0001972547,0.0001337057,0.000372047,0.00003772683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001216069,0.0005161904,0.2079883,0.0007364146,0.0001207986,0.0009579574,0.0005968828,0.1208286,0.5613285,0.0007564287,0.000566828,0.1043872],"study_design_scores_gemma":[0.00003735296,0.001419468,0.4746292,0.00004939693,0.00009133617,0.0003382361,0.0007449484,0.1466553,0.3731062,0.0002726036,0.002565026,0.00009091043],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992733,0.00009994327,0.005809324,0.00001078237,0.000005801484,0.00001321032,0.0004040822,0.000101169,0.0008227051],"genre_scores_gemma":[0.9974815,0.00005234047,0.001966346,0.000005700394,0.000001050173,0.00001567995,0.0002447728,0.00001469498,0.0002178741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002273754,"threshold_uncertainty_score":0.005660594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0358339179575286,"score_gpt":0.2375492893797165,"score_spread":0.2017153714221879,"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."}}