{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001881211,0.0002365137,0.0004703708,0.00003273387,0.00112999,0.0007379415,0.0001690069,0.000140156,0.00005438501],"category_scores_gemma":[0.0002256131,0.0001490999,0.000087106,0.0001482648,0.004132384,0.0003277621,0.0005884858,0.001026229,0.00001297799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001021959,"about_ca_system_score_gemma":0.00008058178,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008068069,"about_ca_topic_score_gemma":0.001544655,"domain_scores_codex":[0.997909,0.0003714334,0.0004111862,0.0003922513,0.0003511682,0.0005649707],"domain_scores_gemma":[0.9979293,0.001209713,0.0002402532,0.0001597624,0.0003792449,0.00008176764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.004127999,0.01763467,0.2212121,0.0249125,0.002252146,0.0008327427,0.5382935,0.0003087897,0.0005041503,0.03467427,0.06330129,0.0919458],"study_design_scores_gemma":[0.0009738295,0.006166373,0.05314086,0.0005980324,0.00007264799,0.00004081789,0.6140522,0.001849812,0.00004217167,0.01188308,0.310344,0.0008360956],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756778,0.0005372521,0.00001268221,0.02083824,0.00003464042,0.0008292737,0.0000112868,0.000176992,0.001881805],"genre_scores_gemma":[0.9965358,0.00008432827,0.0006351644,0.0002695329,0.00007037803,0.00013367,0.00004345949,0.00001230738,0.002215356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2470428,"threshold_uncertainty_score":0.9985778,"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."}}