{"id":"W2042393249","doi":"10.1117/12.713112","title":"Web-based collaborative decision support services for river runoff and flood risk prediction in the Oak Ridge Moraine Area, Canada","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Flood myth; Decision support system; Metadata; Computer science; Surface runoff; Web service; Data sharing; Data mining; World Wide Web; Geography","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":[0.001665433,0.0002210936,0.0003064655,0.0001155782,0.0003638635,0.0001430857,0.0005760173,0.0001410884,0.000004886064],"category_scores_gemma":[0.0004035578,0.0001648345,0.0002115767,0.0005796815,0.0003131763,0.000558076,0.00006347297,0.0001797574,2.920176e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002055795,"about_ca_system_score_gemma":0.0001716367,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01483649,"about_ca_topic_score_gemma":0.004031412,"domain_scores_codex":[0.9977342,7.501954e-8,0.0006813883,0.0002514306,0.0009863622,0.0003464681],"domain_scores_gemma":[0.996655,0.0004304631,0.0004790884,0.00004219875,0.002331053,0.00006217681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004862826,0.0003451655,0.08251584,0.001308389,0.0007793495,3.766659e-7,0.01555159,0.00214497,0.01462301,0.8160918,0.06514081,0.00101246],"study_design_scores_gemma":[0.01493862,0.001444752,0.2138786,0.00158554,0.0009179098,0.00001678379,0.1939958,0.2187938,0.009235709,0.0136684,0.329692,0.001832043],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923325,0.00008197036,0.00002899141,0.002873025,0.0002275643,0.001150453,0.0006757833,0.00003847354,0.002591219],"genre_scores_gemma":[0.9799997,0.0001017656,0.01884736,0.0001781099,0.0003277561,0.0004030572,0.00004127773,0.00002082436,0.00008020723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8024234,"threshold_uncertainty_score":0.9917238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006260687368653394,"score_gpt":0.2170600700508691,"score_spread":0.2107993826822157,"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."}}