{"id":"W4416256012","doi":"","title":"Implementing a Framework to Improve Management of Urban Groundwater Supply Schemes","year":2025,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Klohn Crippen Berger (Canada)","funders":"","keywords":"Groundwater; Work (physics); Water supply; Production (economics); Government (linguistics); Quality (philosophy)","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":[0.02634895,0.0007843897,0.000668718,0.003912823,0.003559565,0.01332589,0.004290884,0.004737172,0.008805726],"category_scores_gemma":[0.02567232,0.0005528205,0.001189692,0.003029175,0.00359794,0.008831363,0.007246572,0.003070555,0.001134939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01227124,"about_ca_system_score_gemma":0.04104788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03573379,"about_ca_topic_score_gemma":0.05998698,"domain_scores_codex":[0.9802433,0.009472552,0.00125031,0.001300398,0.005031705,0.002701696],"domain_scores_gemma":[0.9828967,0.003890235,0.001763637,0.002595822,0.00653484,0.002318741],"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":[0.00007947479,0.000954089,0.005688855,0.0003879697,0.00007306508,0.000330392,0.003103275,0.09703233,0.003700171,0.6628094,0.02169948,0.2041416],"study_design_scores_gemma":[0.0002043912,0.0008173175,0.007435319,0.00147021,0.0001251777,0.0002010637,0.01040285,0.1931672,0.006073197,0.4830756,0.29677,0.0002576972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04309717,0.000312492,0.8038557,0.03609037,0.0003290274,0.003951209,0.0006114259,0.002808039,0.1089445],"genre_scores_gemma":[0.2815595,0.0003263292,0.7012913,0.001560249,0.00009006146,0.001113171,0.0006141738,0.0001900658,0.01325526],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03573379,"threshold_uncertainty_score":0.1393482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006778135547643151,"score_gpt":0.2204336257788448,"score_spread":0.2136554902312017,"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."}}