{"id":"W4377236276","doi":"10.1515/9780228015291-002","title":"Preface","year":2022,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001502036,0.0003648075,0.0003889388,0.0001282395,0.001610295,0.00005360545,0.0009687513,0.0004729807,0.001858066],"category_scores_gemma":[0.00001382554,0.0004311102,0.0002661243,0.00001750054,0.0003851231,0.0002772659,0.0006575913,0.0008014168,0.00003151166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007532868,"about_ca_system_score_gemma":0.0001709055,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009940677,"about_ca_topic_score_gemma":0.00001195577,"domain_scores_codex":[0.9978293,0.0001178381,0.0001826404,0.000584811,0.0008133532,0.000472036],"domain_scores_gemma":[0.9988023,0.00005392169,0.0003207185,0.000493912,0.0001148946,0.0002142415],"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":[0.00004529876,0.000005733908,0.000003360737,0.00002243346,0.00009221628,0.0001500161,0.001052907,0.00001171272,0.000002427804,0.9716502,0.02611876,0.0008448968],"study_design_scores_gemma":[0.0002884067,0.00004490345,0.00001015767,0.00004767574,0.0001083998,7.466465e-7,0.0002812769,4.611362e-7,0.00005916939,0.002529002,0.9961458,0.000483964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001085985,0.000002649861,0.000005144309,0.0003222034,0.0005289154,0.0004417964,0.0008590975,0.0002336375,0.9975957],"genre_scores_gemma":[0.001040585,0.0004167979,0.00008170305,0.0002172559,0.0002277739,0.000001387275,0.00003980841,0.00005145311,0.9979233],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9700271,"threshold_uncertainty_score":0.9998141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01535502733902629,"score_gpt":0.2149885510316883,"score_spread":0.199633523692662,"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."}}