{"id":"W955233266","doi":"10.1520/stp154920130061","title":"Design Requirements for Building Envelopes to Minimize Water Runoff","year":2014,"lang":"en","type":"book-chapter","venue":"ASTM International eBooks","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Surface runoff; Environmental science; Civil engineering; Computer science; Architectural engineering; Engineering; Ecology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000382411,0.0003718311,0.0002533756,0.0001801669,0.0001696064,0.00009574289,0.0008416138,0.0001461569,0.003881186],"category_scores_gemma":[0.00002538527,0.000326756,0.0001562145,0.000007723166,0.0001087196,0.0000960977,0.0007914036,0.0001333756,0.003382567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000558321,"about_ca_system_score_gemma":0.00001067777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003703343,"about_ca_topic_score_gemma":0.00001622581,"domain_scores_codex":[0.9978371,0.00001761228,0.0004460874,0.0006588273,0.0006373933,0.000403011],"domain_scores_gemma":[0.9992491,0.00007354355,0.0001410169,0.0003589506,0.0000403213,0.0001370808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007049721,0.0001124498,0.0002927436,0.00009024715,0.002015006,0.00004948796,0.00248121,0.006255089,0.048598,0.3217742,0.527786,0.08984053],"study_design_scores_gemma":[0.0003983677,0.00007155776,0.0000614434,0.00007694124,0.00006742899,0.000002884918,0.000003190154,0.000380161,0.00306394,0.01730172,0.9781137,0.0004586941],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000579882,0.000002629308,0.3972557,0.0004767806,0.0009017542,0.0008373493,0.00003166631,0.00006967449,0.6003665],"genre_scores_gemma":[0.009594091,0.000001465445,0.06998185,0.001362511,0.0003340327,0.0002481513,0.00008489044,0.00009345861,0.9182996],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4503276,"threshold_uncertainty_score":0.9999185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04542055977215099,"score_gpt":0.2566816576931851,"score_spread":0.2112610979210341,"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."}}