{"id":"W4403858196","doi":"10.1130/abs/2024am-403437","title":"GROUNDWATER SUSTAINABILITY ACROSS DISCIPLINES AS WELL AS TIME AND SPACE SCALES: CONSIDERING NATURAL DISASTERS, SOCIAL-ECOLOGICAL SYSTEMS, ART, COMMUNITY-BASED RESEARCH AND EQUITY IN OUR PRACTICES","year":2024,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Conservation Techniques and Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Sustainability; Equity (law); Groundwater; Natural disaster; Environmental resource management; Natural (archaeology); Social equality; Environmental science; Computer science; Environmental planning; Environmental economics; Business; Ecology; Geography; Economics; Political science; 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":[0.006928123,0.0002678128,0.0005537624,0.002012752,0.003685543,0.01172591,0.001448174,0.002098781,0.005578584],"category_scores_gemma":[0.0160682,0.0002581836,0.0005040437,0.004572655,0.009837215,0.009980181,0.005986047,0.001832213,0.0001413252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01352253,"about_ca_system_score_gemma":0.01949005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07610837,"about_ca_topic_score_gemma":0.1851031,"domain_scores_codex":[0.9962611,0.001819057,0.000123623,0.0002202978,0.0004690055,0.001106943],"domain_scores_gemma":[0.9905372,0.00516462,0.0009627818,0.0003745204,0.001550912,0.001409967],"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":[0.0001007892,0.0002648189,0.05314946,0.0002807494,0.0001772432,0.0005651803,0.02215526,0.03441749,0.0005698584,0.6991861,0.008213392,0.1809197],"study_design_scores_gemma":[0.00001694216,0.0001114408,0.04875501,0.0003710982,0.0001136597,0.0001680481,0.1571614,0.01111518,0.0005921903,0.7472683,0.03427927,0.00004759806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6915706,0.004793184,0.02781115,0.1253761,0.0003498867,0.0001426389,0.000326741,0.00005689984,0.1495727],"genre_scores_gemma":[0.9964657,0.000491274,0.001372784,0.000342417,0.00004798168,0.00001536997,0.00001433253,0.00001097867,0.001239172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07610837,"threshold_uncertainty_score":0.1513307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.124654651403883,"score_gpt":0.401377035690744,"score_spread":0.276722384286861,"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."}}