{"id":"W4393236099","doi":"10.24917/20801653.381.3","title":"Application of selected groundwater quality indices in anthropogenically transformed areas","year":2024,"lang":"en","type":"article","venue":"Studies of the Industrial Geography Commission of the Polish Geographical Society","topic":"Integrated Water Resources Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Groundwater; Environmental science; Quality (philosophy); Hydrology (agriculture); Geography; Water resource management; Geology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008250767,0.0002132506,0.0002827327,0.003217412,0.0002162632,0.0006939645,0.0001944516,0.0001760579,0.0003660776],"category_scores_gemma":[0.001325903,0.00008105038,0.0003391462,0.004001996,0.0002323516,0.0003318948,0.0004642938,0.0001624496,0.00007009013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007056177,"about_ca_system_score_gemma":0.000401821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00490887,"about_ca_topic_score_gemma":0.006916197,"domain_scores_codex":[0.9994954,0.0001635272,0.00004892273,0.00007218109,0.0001725939,0.00004724289],"domain_scores_gemma":[0.9995746,0.0001132629,0.00009861669,0.00002714347,0.0001622022,0.00002412094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001018383,0.0002686234,0.5074618,0.0006723558,0.000442126,0.0007091797,0.001225092,0.05036443,0.06489746,0.002885053,0.000766858,0.3692887],"study_design_scores_gemma":[0.00003601101,0.0006111159,0.8408285,0.00007088618,0.0002860135,0.0005973455,0.003211237,0.08591451,0.05927665,0.003526496,0.005557388,0.00008391068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812805,0.0005766781,0.01215531,0.00003561297,0.00001157614,0.00004990889,0.0008239408,0.0000779002,0.004988571],"genre_scores_gemma":[0.9943278,0.0001777754,0.004902869,0.000003700518,0.000003069575,0.00001315926,0.0003200941,0.000004955879,0.0002465979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00490887,"threshold_uncertainty_score":0.009760559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845927780352497,"score_gpt":0.2963452758083037,"score_spread":0.2678859980047787,"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."}}