{"id":"W4393390970","doi":"10.1007/978-981-97-1316-5_11","title":"Emerging Fields in Hydrology","year":2024,"lang":"en","type":"book-chapter","venue":"Water science and technology library","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Hydrology (agriculture); Environmental science; Geology; Geography; Geotechnical engineering","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":[0.0005636114,0.000624642,0.000529256,0.001954537,0.0006265762,0.004383477,0.000685088,0.0007884454,0.05169936],"category_scores_gemma":[0.0009065385,0.0003068282,0.0002703686,0.005218301,0.001883462,0.004557684,0.001304345,0.002344545,0.01174749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001769679,"about_ca_system_score_gemma":0.002019999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003692285,"about_ca_topic_score_gemma":0.01200212,"domain_scores_codex":[0.999762,0.00005276484,0.00001029455,0.00002717488,0.0001308773,0.00001691927],"domain_scores_gemma":[0.9996434,0.0002044436,0.00001496675,0.00003248184,0.00006464605,0.00004001359],"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":[0.000006973607,0.00004167422,0.0002190577,0.0003193846,0.000005745081,0.00005000673,0.0004194386,0.0006295997,0.0003084932,0.3470194,0.3760525,0.2749277],"study_design_scores_gemma":[0.000001473021,0.000003897725,0.0002343653,0.0001340944,0.000002076898,0.00003489661,0.0001401688,0.0002811904,0.00004923661,0.0571824,0.9419337,0.00000260436],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001374466,0.2030096,0.01551367,0.01349549,0.003808192,0.00002904185,0.0002378936,0.0002553336,0.7622763],"genre_scores_gemma":[0.01107679,0.1901062,0.006266824,0.002679501,0.005019504,0.00005566794,0.0003539747,0.0001950594,0.7842463],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05169936,"threshold_uncertainty_score":0.1729516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00490832579777987,"score_gpt":0.1837565223645689,"score_spread":0.178848196566789,"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."}}