{"id":"W4298001874","doi":"10.3390/w14193060","title":"Water Resources and Water Quality Assessment, Central Bamyan, Afghanistan","year":2022,"lang":"en","type":"article","venue":"Water","topic":"Groundwater and Watershed Analysis","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; Aga Khan Foundation Canada","keywords":"Water quality; Environmental science; Water supply; Potable water; Water source; Contamination; Water treatment; Environmental chemistry; Environmental engineering; Arsenic; Hydrology (agriculture); Water resource management; Chemistry; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007636226,0.0002288557,0.0002464725,0.00005465308,0.0007421572,0.0001913754,0.0003156345,0.00004373259,0.02789798],"category_scores_gemma":[9.728659e-7,0.0001148047,0.0001155163,0.00005231915,0.0001782532,0.0002877359,0.001220013,0.0002287773,0.0005141608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002165853,"about_ca_system_score_gemma":0.000001538642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001869341,"about_ca_topic_score_gemma":0.0001201933,"domain_scores_codex":[0.9973202,0.0003223137,0.0003306405,0.0005644851,0.0005422995,0.0009201108],"domain_scores_gemma":[0.9994227,0.000008780737,0.00002232911,0.0003674204,0.000005295261,0.0001734909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008119231,0.0001933243,0.3488703,0.00002446042,0.00009973499,0.00007258522,0.02043603,0.0006823011,0.6270215,0.0000430271,0.001721975,0.0007535273],"study_design_scores_gemma":[0.001045461,0.0001992811,0.1010741,0.000003023011,0.0001184488,0.00004541369,0.001745726,0.0003651552,0.3246339,0.003872243,0.566027,0.0008701107],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913483,0.000005326277,0.0001194013,0.001925783,0.0001537242,0.0001348992,0.00001605174,0.00006175449,0.006234754],"genre_scores_gemma":[0.9840528,0.000002441376,0.0001272441,0.0006167085,0.00005221695,0.00004171957,0.0001667564,0.00002632209,0.01491382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5643051,"threshold_uncertainty_score":0.9729906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01384371337505144,"score_gpt":0.2409296971317093,"score_spread":0.2270859837566579,"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."}}