{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001200809,0.0007908948,0.0005916635,0.001761711,0.003643597,0.004005801,0.001605099,0.001475643,0.618448],"category_scores_gemma":[0.00713999,0.0003518467,0.0005004274,0.00179043,0.0008820246,0.003833248,0.002864232,0.003207622,0.3974478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002042447,"about_ca_system_score_gemma":0.002809172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006617013,"about_ca_topic_score_gemma":0.008882317,"domain_scores_codex":[0.999114,0.0001364439,0.0000534156,0.0001704829,0.0004120855,0.0001136463],"domain_scores_gemma":[0.9969816,0.0004464416,0.00009534843,0.0003073823,0.001620584,0.0005485956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001222112,0.00001150596,0.00007131736,0.00004733742,7.658236e-7,0.0000356739,0.0001221425,0.00001742869,0.00005325691,0.004117456,0.9726359,0.02287512],"study_design_scores_gemma":[0.000001637686,0.000005529883,0.0001661373,0.00004749222,3.825005e-7,0.00003183543,0.0001453796,0.000008680857,0.00002155283,0.0008265372,0.998743,0.000001958898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008985583,0.003694965,0.002299196,0.01788492,0.05992083,0.0003665761,0.006253581,0.0007756994,0.9079058],"genre_scores_gemma":[0.003361211,0.001938561,0.0009321502,0.004237834,0.005590304,0.0001879854,0.004049893,0.000416503,0.9792857],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.618448,"threshold_uncertainty_score":0,"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."}}