{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00226935,0.0004389169,0.0004869196,0.0009881078,0.01654207,0.00699997,0.001239148,0.001456985,0.007525236],"category_scores_gemma":[0.003473411,0.0003216002,0.0003013102,0.0008873254,0.003984665,0.003433031,0.009853829,0.002232706,0.0007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003848196,"about_ca_system_score_gemma":0.004692605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01536833,"about_ca_topic_score_gemma":0.03041086,"domain_scores_codex":[0.9978375,0.001074667,0.00004738201,0.0001388971,0.0001955727,0.0007060489],"domain_scores_gemma":[0.9969136,0.0003412507,0.000187146,0.00008464519,0.0003836071,0.002089784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001442755,0.0008727486,0.02811534,0.000118399,0.00001725694,0.002449882,0.9074922,0.00008290671,0.0009917835,0.00504023,0.007437599,0.0472374],"study_design_scores_gemma":[0.000006739906,0.0001568806,0.00889392,0.00006332302,0.000006038721,0.0001584221,0.9453505,0.00005705089,0.0002647377,0.0003844383,0.04464326,0.00001471057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.983098,0.0006038799,0.0002224211,0.006912236,0.00009456315,0.00004421772,0.00005393151,0.00002330492,0.008947474],"genre_scores_gemma":[0.9859414,0.0006610833,0.0005282778,0.0007927509,0.00002183749,0.00006256054,0.00005628432,0.00003394844,0.01190182],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01654207,"threshold_uncertainty_score":0.03055775,"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."}}