{"id":"W3210699985","doi":"10.32920/ryerson.14651616.v1","title":"Constructing the water works, constructing the narrative","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materiality (auditing); Emblem; Citizenship; Narrative; Modernity; Politics; Commodity; Water supply; Sociology; Political science; Aesthetics; History; Engineering; Law; Art; Archaeology; Economics; Environmental engineering; Market economy","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":[0.004373981,0.0005032643,0.0002835761,0.001278661,0.01406979,0.01487565,0.001009185,0.00223588,0.004722272],"category_scores_gemma":[0.006702749,0.0004394293,0.0001698081,0.002263151,0.05664961,0.01494265,0.005384039,0.003058654,0.0007223382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01162609,"about_ca_system_score_gemma":0.008262414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02607653,"about_ca_topic_score_gemma":0.0359746,"domain_scores_codex":[0.9961823,0.00285879,0.00005995953,0.0002622358,0.0003517902,0.0002849805],"domain_scores_gemma":[0.998536,0.000803907,0.00013211,0.0001524047,0.0001318407,0.0002436644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007043084,0.00001042205,0.0003455635,0.00003918417,0.000001672064,0.000121335,0.2050269,0.000138533,0.0001113029,0.7824278,0.00726491,0.004505354],"study_design_scores_gemma":[0.000006173856,0.00001069657,0.0006068024,0.0001874611,0.0000040374,0.00009560172,0.2842718,0.0002016729,0.0002270928,0.2020685,0.5123067,0.00001349107],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1451248,0.01415138,0.03069025,0.09206099,0.001096352,0.0001995624,0.0003700333,0.0001438683,0.7161627],"genre_scores_gemma":[0.9564404,0.003718767,0.003371025,0.001612643,0.0001347154,0.0001165549,0.00009921589,0.0001283642,0.0343783],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02607653,"threshold_uncertainty_score":0.08435363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01910139825430529,"score_gpt":0.2781730819944301,"score_spread":0.2590716837401248,"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."}}