{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001446264,0.0004257006,0.0005514176,0.001528334,0.003347599,0.0004289257,0.001785928,0.0003529566,0.0018933],"category_scores_gemma":[0.0002109825,0.0004765789,0.0002307216,0.001085982,0.0008457268,0.001258863,0.002639946,0.002838194,0.00001744885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009129518,"about_ca_system_score_gemma":0.0005115325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0105827,"about_ca_topic_score_gemma":0.01478288,"domain_scores_codex":[0.993351,0.001885773,0.0002916367,0.001147253,0.001482198,0.001842105],"domain_scores_gemma":[0.997912,0.0005999883,0.0001813556,0.0005921942,0.0002359517,0.0004785438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00306498,0.0005575154,0.3196349,0.0005274182,0.0006829972,0.011934,0.4936972,0.002990458,0.01173379,0.09076634,0.02225274,0.04215766],"study_design_scores_gemma":[0.002385954,0.0002752128,0.009866058,0.0001298176,0.00005971645,0.00002654623,0.0897618,0.001203167,0.0007474402,0.00452286,0.8901135,0.0009078872],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7901795,0.0001799431,0.002302165,0.01093142,0.0005290937,0.001722901,0.00003858054,0.0001895107,0.1939269],"genre_scores_gemma":[0.9629419,0.0005483138,0.0006573739,0.0002188849,0.0002284624,0.000001765307,0.0000350784,0.00003854929,0.0353297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8678608,"threshold_uncertainty_score":0.9997686,"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."}}