{"id":"W4231719664","doi":"10.31223/osf.io/gq2m3","title":"Rethinking Groundwater Age","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Water resources management and optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Saskatchewan","funders":"Global Water Futures; Natural Environment Research Council; Sight Research UK; Natural Sciences and Engineering Research Council of Canada; Canadian Institute for Advanced Research","keywords":"Groundwater; Sustainability; Water resource management; Environmental science; Natural resource economics; Geography; Geology; Economics; Ecology; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003027495,0.0004769337,0.0007022614,0.0009425733,0.001552624,0.004695795,0.001077077,0.002523914,0.00989704],"category_scores_gemma":[0.01270203,0.0002984381,0.0004406804,0.0007657303,0.007026575,0.01825208,0.004190253,0.004019917,0.001988684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002056642,"about_ca_system_score_gemma":0.001287838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003179871,"about_ca_topic_score_gemma":0.00462491,"domain_scores_codex":[0.9989335,0.0003115021,0.00004355892,0.0003133408,0.0002774595,0.0001206416],"domain_scores_gemma":[0.9972042,0.001314456,0.0001280737,0.0006848564,0.0005065606,0.0001618937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002121393,0.000008177909,0.0004191097,0.00005498587,0.000005947134,0.00003025491,0.000413261,0.001062648,0.0003947702,0.9740863,0.005639971,0.01786336],"study_design_scores_gemma":[0.000004004784,0.00001093276,0.0002038883,0.0000442082,0.000004846279,0.00003476801,0.0002083822,0.001099508,0.0003742623,0.9067753,0.09122675,0.00001312445],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.086131,0.0569871,0.2667719,0.1907458,0.02333578,0.00004411392,0.0009906346,0.001197971,0.3737957],"genre_scores_gemma":[0.8381489,0.02925186,0.03903509,0.01870261,0.007120521,0.00006934575,0.0003180791,0.001510163,0.06584351],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00989704,"threshold_uncertainty_score":0.03310895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03239474194693355,"score_gpt":0.2040622648766205,"score_spread":0.171667522929687,"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."}}