{"id":"W4402077470","doi":"10.3390/engproc2024069013","title":"Developing an Open Repository of Water Main Break Prediction Models in Kitchener","year":2024,"lang":"en","type":"article","venue":"","topic":"Water Systems and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer 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":[0.001851165,0.001998507,0.00136614,0.002811931,0.0005801387,0.002310269,0.005511155,0.001895174,0.01866938],"category_scores_gemma":[0.009364396,0.001191554,0.002143733,0.00318674,0.0005477713,0.003405218,0.002525261,0.002524043,0.01971382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001017374,"about_ca_system_score_gemma":0.00228,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01062804,"about_ca_topic_score_gemma":0.01913569,"domain_scores_codex":[0.9986493,0.0002279261,0.000153606,0.0004719491,0.0003899086,0.0001073883],"domain_scores_gemma":[0.9964592,0.001048341,0.0002290592,0.001190414,0.0008268972,0.000246168],"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":[0.0006820241,0.0008624175,0.01870181,0.002874261,0.0006880101,0.0008068222,0.0003465978,0.3041614,0.003816478,0.008312486,0.498555,0.1601927],"study_design_scores_gemma":[0.0003183095,0.0002372481,0.01008293,0.0005169674,0.000173451,0.0003357976,0.0002433424,0.6731127,0.009747383,0.02063508,0.2843019,0.0002950315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.03615664,0.002074657,0.2070745,0.001398581,0.0009797472,0.0005187416,0.4809377,0.2558255,0.01503399],"genre_scores_gemma":[0.09775784,0.001126293,0.1097568,0.0004051072,0.0001145329,0.0007390179,0.7720172,0.0108824,0.007200871],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.989372,"threshold_uncertainty_score":0.06245536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928576866537866,"score_gpt":0.2155175304875315,"score_spread":0.1962317618221528,"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."}}