{"id":"W2323062244","doi":"10.1061/41099(367)52","title":"LID Design Education for Undergraduate and Graduate Engineering Students","year":2010,"lang":"en","type":"article","venue":"","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Class (philosophy); Graduate students; Student engagement; Medical education; Component (thermodynamics); Undergraduate research; Computer science; Mathematics education; Engineering; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001594914,0.00007236048,0.00004548258,0.00002794842,0.0000816059,0.00004977291,0.0001285063,0.00001963787,0.00008882175],"category_scores_gemma":[0.00002020329,0.0000666881,0.00001481475,0.00006495256,0.00003135121,0.0001739089,0.0001089525,0.00005416971,0.0001074616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003434868,"about_ca_system_score_gemma":0.000004021912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000858234,"about_ca_topic_score_gemma":0.00005562711,"domain_scores_codex":[0.9994758,0.000006013925,0.00007750486,0.0001650951,0.0001296216,0.000145962],"domain_scores_gemma":[0.9997623,0.00002646344,0.00001887465,0.0001279376,0.000003961571,0.00006044466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005325666,0.001534862,0.3737589,0.0001113863,0.00019636,0.000002760019,0.002026393,0.006953476,0.1751996,0.05069108,0.3358261,0.0536458],"study_design_scores_gemma":[0.001148738,0.0001914003,0.8533469,0.00001561902,0.0001213894,0.00001091413,0.0001544765,0.0349895,0.008015919,0.02014427,0.08101751,0.0008433048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7432058,0.000005266712,0.2503417,0.001213585,0.0005753494,0.0008008216,0.000001280724,0.000122379,0.003733881],"genre_scores_gemma":[0.9468359,0.000004000098,0.04683243,0.0001117139,0.00002765163,0.0000917444,0.000002843927,0.00001042233,0.006083293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4795881,"threshold_uncertainty_score":0.2719462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320718989567173,"score_gpt":0.2563134926924056,"score_spread":0.2331063027967339,"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."}}