{"id":"W4200590884","doi":"10.1002/essoar.10509551.1","title":"Phosphorus accumulation in a bioretention cell in Mississauga, Ontario: Insights from field monitoring and process-based modeling","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Environment and Climate Change Canada; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"World Wide Web; Ecohydrology; Computer science; Ecology; Ecosystem; Biology","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":[0.0001787776,0.0004940684,0.0003325942,0.0003727404,0.001169465,0.0009943382,0.001116631,0.0009674818,0.0007292058],"category_scores_gemma":[0.000449586,0.0002634934,0.0004342839,0.0007905723,0.0007163522,0.0004769644,0.0003984556,0.0003175705,0.0001215684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01477421,"about_ca_system_score_gemma":0.007687597,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9630408,"about_ca_topic_score_gemma":0.9546574,"domain_scores_codex":[0.9998345,0.00001153659,0.000009658172,0.00006108799,0.00003319001,0.00004998811],"domain_scores_gemma":[0.9997775,0.00005708426,0.00003611153,0.00001345726,0.00009016778,0.00002562606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003867677,0.0003181983,0.2294376,0.0002543572,0.00008230685,0.001336725,0.001012136,0.7082579,0.03470126,0.001463622,0.002259521,0.02048961],"study_design_scores_gemma":[0.00008487715,0.0001162339,0.1051817,0.00002276764,0.00005355694,0.00006255955,0.0009942881,0.885034,0.005977213,0.000333395,0.002086639,0.00005276419],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954959,0.00008455369,0.001090981,0.0001268314,0.000002839316,0.00003468164,0.0007411592,0.000056083,0.002366911],"genre_scores_gemma":[0.9976181,0.0001190118,0.0008669567,0.00001636809,0.000001204104,0.00001993326,0.0003806244,0.000007067154,0.0009708001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03695923,"threshold_uncertainty_score":0.107195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03552571499011421,"score_gpt":0.2619666437639593,"score_spread":0.2264409287738451,"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."}}