{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000130808,0.00005346467,0.00007523246,0.00007117302,0.00001098081,0.00007205966,0.00007913408,0.00004666744,0.000008294528],"category_scores_gemma":[2.721969e-7,0.00003830841,0.000008466825,0.00006301157,0.000003239075,0.0005574456,0.00003132889,0.00003492444,0.000002810144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006398307,"about_ca_system_score_gemma":0.0000107193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003788004,"about_ca_topic_score_gemma":0.0001972456,"domain_scores_codex":[0.9995634,0.0000132931,0.0001925454,0.00009696474,0.0000503126,0.00008350694],"domain_scores_gemma":[0.9998767,0.000002844421,0.00000389197,0.00008929754,0.00001130801,0.00001591149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002741741,0.000005934183,0.0001402168,0.0001721125,0.00001391193,0.000008062055,0.002168563,0.9800839,0.01299186,0.003453151,0.0006372177,0.0003223775],"study_design_scores_gemma":[0.00006991332,0.000008985065,0.0001621925,0.0001116734,0.000002785359,0.000008611642,0.0000523158,0.9375412,0.06098173,0.0005266827,0.0004669384,0.00006694903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.188816,0.0001044635,0.7748713,0.00006116804,0.000828918,0.0002707375,0.000004888849,0.0003063961,0.03473613],"genre_scores_gemma":[0.9914929,0.000004949231,0.006539127,0.000004850257,0.00004507802,0.00001730817,0.00001915341,0.00001739253,0.001859236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8026769,"threshold_uncertainty_score":0.1562172,"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."}}