{"id":"W6987479364","doi":"","title":"A student journey of social impact and technological advancement for drinking water in schools and communities in Ecuador","year":2023,"lang":"en","type":"other","venue":"Research Repository (Delft University of Technology)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad San Francisco de Quito; Technische Universiteit Delft","keywords":"Work (physics); Social impact; Key (lock); Water supply; Social needs; Economic impact analysis; Needs assessment; Water resources","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001887385,0.0002940025,0.0008927022,0.006518618,0.0002798088,0.00002603306,0.0009742895,0.001087772,0.00002830243],"category_scores_gemma":[0.0001404788,0.0002760259,0.0001070025,0.0009604017,0.002754223,0.0001188416,0.001893857,0.001709581,0.000007316565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008557385,"about_ca_system_score_gemma":0.000142174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002230738,"about_ca_topic_score_gemma":0.003717813,"domain_scores_codex":[0.9974326,0.0003453978,0.0003819257,0.000459949,0.0006054086,0.0007746673],"domain_scores_gemma":[0.9987622,0.0001705058,0.0002468513,0.0005272659,0.0002219778,0.00007122743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.004401359,0.004246708,0.7482194,0.004205169,0.00326749,0.004197998,0.01064557,0.0000929808,0.1478534,0.008729448,0.02992407,0.03421638],"study_design_scores_gemma":[0.03163531,0.008042817,0.1660846,0.01750083,0.000477542,0.0002712941,0.5355134,0.0006047874,0.05726099,0.007757423,0.1710982,0.003752819],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992704,0.001012415,0.00001164065,0.0003141053,0.00002391649,0.001609639,0.00008961323,0.0004388058,0.003795872],"genre_scores_gemma":[0.9870144,0.001263568,0.0008275431,6.8721e-7,0.00001603291,0.00001764896,0.00001209449,0.0002747112,0.01057328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5821348,"threshold_uncertainty_score":0.9999692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04892064138560848,"score_gpt":0.3647104969172339,"score_spread":0.3157898555316254,"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."}}