{"id":"W4361014263","doi":"10.5040/9781350348837.ch-006","title":"Conclusion","year":2023,"lang":"en","type":"book-chapter","venue":"Bloomsbury Academic eBooks","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005296017,0.0003712892,0.0004287215,0.0001320809,0.0005858714,0.00004304538,0.0007935661,0.002032556,0.0008680861],"category_scores_gemma":[0.00008426369,0.0003626052,0.0002175976,0.00002553944,0.0006204997,0.000105977,0.0003184758,0.001898041,0.001506762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000174647,"about_ca_system_score_gemma":0.0004073857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002035102,"about_ca_topic_score_gemma":0.0001271808,"domain_scores_codex":[0.9975191,0.00004501947,0.0004539668,0.0005163394,0.0009148055,0.0005507108],"domain_scores_gemma":[0.9988821,0.0001151043,0.0003639509,0.0003329625,0.00008358934,0.000222354],"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":[0.00001183857,0.000001023946,0.00002760333,0.00002687294,0.00004981636,0.00005632352,0.003165814,5.412575e-7,0.0001897435,0.8265049,0.1417717,0.02819376],"study_design_scores_gemma":[0.0001371094,0.00001598398,0.00002011076,0.0002669921,0.00004885113,0.000002749751,0.00007215047,5.670439e-7,0.0001032826,0.2036814,0.7953097,0.0003411861],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003491608,0.0007974103,0.000005085839,0.000636946,0.001530383,0.0004192437,0.00007918044,0.0004799102,0.9957027],"genre_scores_gemma":[0.0009781038,0.003417094,0.00003037282,0.001191005,0.003294564,0.00001319927,0.00002714155,0.0001125309,0.990936],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6535379,"threshold_uncertainty_score":0.9998826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0382931365929829,"score_gpt":0.297333338705056,"score_spread":0.2590402021120731,"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."}}