{"id":"W4400122067","doi":"10.2166/9781789063059_0231","title":"From condition-based to service-based strategies","year":2024,"lang":"en","type":"book-chapter","venue":"IWA Publishing eBooks","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; University of Calgary; University of Alberta; Lake Simcoe Region Conservation Authority","funders":"","keywords":"Context (archaeology); Prioritization; Risk analysis (engineering); Service (business); Asset (computer security); Computer science; Asset management; Engineering; Process management; Business; Computer security; Marketing; Geography","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":[0.002477055,0.001516408,0.0005975187,0.00122869,0.000729714,0.005422428,0.001812411,0.001871719,0.008503946],"category_scores_gemma":[0.003101013,0.0003248546,0.0006042324,0.001029104,0.004150641,0.003399642,0.004827089,0.001941102,0.0009960652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003678488,"about_ca_system_score_gemma":0.002835833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002937926,"about_ca_topic_score_gemma":0.001924179,"domain_scores_codex":[0.9974594,0.001040569,0.0001083537,0.0003049402,0.0007973758,0.0002894317],"domain_scores_gemma":[0.9989471,0.0004026204,0.0001073596,0.0001314707,0.0002473533,0.0001641137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002712623,0.00006113912,0.0004392104,0.0001795014,0.00003101679,0.0001294799,0.0004913484,0.1315002,0.001456227,0.7992524,0.001997169,0.06443524],"study_design_scores_gemma":[0.00002088993,0.0002255072,0.0005729981,0.0002365189,0.00003032137,0.0001414895,0.001116756,0.2440197,0.001633673,0.716736,0.03522122,0.0000450462],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02548897,0.001566472,0.8152437,0.00532011,0.0001385446,0.0002903713,0.0001023014,0.0003122023,0.1515373],"genre_scores_gemma":[0.8488982,0.002077412,0.1316927,0.0004406292,0.0000988941,0.0002921877,0.0001054023,0.0001407802,0.01625383],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008503946,"threshold_uncertainty_score":0.02844852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526604289751907,"score_gpt":0.2020368191112947,"score_spread":0.1867707762137757,"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."}}