{"id":"W4237543297","doi":"10.1017/9781139016476.009","title":"Water","year":2017,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Water management and technologies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of British Columbia","funders":"","keywords":"Computer science; Environmental science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004930235,0.0002370315,0.0002240592,0.00002307199,0.0003722819,0.0001008472,0.0009089381,0.000307166,0.00003131247],"category_scores_gemma":[0.000002416919,0.00009082962,0.0001610232,0.000001173949,0.0002000592,0.00007938597,0.0008507422,0.0002198165,0.00008805152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003388282,"about_ca_system_score_gemma":0.000002355869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001600766,"about_ca_topic_score_gemma":0.00001524239,"domain_scores_codex":[0.9991577,0.000008042263,0.00008327156,0.0003583937,0.0001406862,0.0002519345],"domain_scores_gemma":[0.9995868,0.00001540415,0.00009318689,0.0002039944,0.00004605314,0.00005455958],"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":[0.00003644279,0.000007227115,0.000007513206,0.00002381116,0.0001095501,0.0003522041,0.000008976011,6.302854e-8,0.003032686,0.8912729,0.07106648,0.03408213],"study_design_scores_gemma":[0.00008505724,0.00004722808,0.00006539605,0.00003528165,0.00006382402,0.0000020602,0.00001050565,9.240958e-7,0.003117612,0.00008412171,0.9962006,0.0002874287],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002519768,0.00003088837,0.00000102124,0.0001494494,0.0001345529,0.0002080963,0.00009518664,0.0003006118,0.9965605],"genre_scores_gemma":[0.01443697,0.00007196033,0.000006627873,0.00002677027,0.0001345322,4.007074e-7,0.000118801,0.00000190957,0.985202],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9251341,"threshold_uncertainty_score":0.3703924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03219017795564279,"score_gpt":0.1722032710231942,"score_spread":0.1400130930675514,"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."}}