{"id":"W2743039041","doi":"10.1061/9780784480885.032","title":"Watermain Asset Management","year":2017,"lang":"en","type":"article","venue":"Pipelines 2017","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Rheumatology Association","funders":"","keywords":"Asset management; Computer science; Asset (computer security); Business; Computer security; Finance","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":[0.00007041744,0.00007604217,0.00008156825,0.00001491209,0.0001818064,0.00009335129,0.0003127805,0.00002385429,0.00002440832],"category_scores_gemma":[0.00001037606,0.00006489041,0.00003517592,0.00001161061,0.00002427223,0.000075507,0.00006197042,0.00005147349,0.0005947037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005734158,"about_ca_system_score_gemma":8.862335e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008410536,"about_ca_topic_score_gemma":0.000002251534,"domain_scores_codex":[0.9996182,0.000004628654,0.00008392839,0.00009658543,0.00005821063,0.0001384948],"domain_scores_gemma":[0.9992936,0.00001002415,0.00002208968,0.0006157415,0.00001353782,0.00004505286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007404377,0.000128033,0.002537663,0.0003558723,0.0001440957,0.00004664091,0.0001119451,0.001315014,0.03803224,0.03748816,0.1329459,0.786887],"study_design_scores_gemma":[0.0005715376,0.000009452444,0.3501263,0.00004963021,0.00005657796,0.000005067785,0.00002759534,0.03315485,0.00482523,0.03212853,0.5785302,0.0005150623],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.360599,0.0001834517,0.1089498,0.002669938,0.001943731,0.0006476063,0.00007355428,0.0009263903,0.5240066],"genre_scores_gemma":[0.9750534,0.0000875345,0.0214946,0.00002986296,0.0003149707,0.00005378788,0.000007706591,0.00001652146,0.00294156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7863719,"threshold_uncertainty_score":0.7643911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02919677942600089,"score_gpt":0.3031343006854727,"score_spread":0.2739375212594718,"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."}}