{"id":"W7010406688","doi":"","title":"How Deep is Your Love? Spurting, surging, leaking and hissing in Calgary’s pressurised drinking water infrastructure.","year":2022,"lang":"en","type":"article","venue":"SHURA (Sheffield Hallam University Research Archive) (Sheffield Hallam University)","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Limiting; Water supply","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00202394,0.0002806516,0.0002947356,0.0003942286,0.02295552,0.006792933,0.0009434668,0.003657147,0.006030743],"category_scores_gemma":[0.004062236,0.0004373976,0.0001800852,0.0009741195,0.01651441,0.005608874,0.005827372,0.01159385,0.0006891595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009249209,"about_ca_system_score_gemma":0.01101609,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.274733,"about_ca_topic_score_gemma":0.615451,"domain_scores_codex":[0.997979,0.0008669122,0.00002946134,0.0001003681,0.0001883135,0.0008359342],"domain_scores_gemma":[0.9982263,0.0004122556,0.0001672802,0.00008370278,0.0002671259,0.0008431989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00005202305,0.00005533232,0.006987507,0.00008550192,0.0000194403,0.00213155,0.6077311,0.000149715,0.0004719759,0.06750587,0.2719188,0.04289114],"study_design_scores_gemma":[0.000005864547,0.00003268724,0.01329585,0.0001643479,0.000007265607,0.0002181437,0.6221315,0.00005297492,0.0001510826,0.005800501,0.358113,0.00002680857],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2247765,0.01079661,0.0007386988,0.6020773,0.002435987,0.00004591124,0.0001122642,0.00004919835,0.1589676],"genre_scores_gemma":[0.7942247,0.006518635,0.0004225541,0.0724922,0.0004865169,0.00003492924,0.00005519879,0.00009321555,0.125672],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7252671,"threshold_uncertainty_score":0.5462677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0235418997938827,"score_gpt":0.2588962830575545,"score_spread":0.2353543832636718,"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."}}