{"id":"W2904720481","doi":"","title":"Assessment of the functionality of rope pumps for sustainable water supply in rural areas of Malawi","year":2018,"lang":"en","type":"article","venue":"Loughborough University Institutional Repository (Loughborough University)","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Rope; Water supply; Sanitation; Business; Population; Rural area; Water resource management; Environmental planning; Environmental science; Environmental engineering; Engineering; Environmental health","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003567066,0.0003009627,0.0005413502,0.0004862795,0.0008629017,0.00002280385,0.0009002733,0.0002420279,0.00006293647],"category_scores_gemma":[0.00005900427,0.0002723241,0.0004295275,0.001132988,0.001644083,0.001191072,0.0004735535,0.0002750803,0.000001934104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026421,"about_ca_system_score_gemma":0.000426011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002967033,"about_ca_topic_score_gemma":0.0002752427,"domain_scores_codex":[0.9974765,0.0003143481,0.0005646936,0.0004742547,0.0006157935,0.000554437],"domain_scores_gemma":[0.9972231,0.0001700782,0.0004364772,0.0005823126,0.001480236,0.0001077345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006547396,0.002326472,0.607313,0.001182554,0.0003785104,0.0001909955,0.001905114,0.002727917,0.01273706,0.363501,0.001029178,0.0001608628],"study_design_scores_gemma":[0.00961861,0.0009074401,0.6457293,0.0006347165,0.0004473975,0.00007785217,0.006861261,0.0007581901,0.206847,0.00228891,0.1251061,0.0007232082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647358,0.00002813344,0.001806867,0.0007493278,0.0009289591,0.0009050888,0.0001903772,0.00004473485,0.03061071],"genre_scores_gemma":[0.9956232,0.00001246271,0.0007268263,0.00006345253,0.000176885,0.000001043572,0.00008857612,0.00001661359,0.003290958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3612121,"threshold_uncertainty_score":0.9999729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023343738009383,"score_gpt":0.2262887850343551,"score_spread":0.2160553476542612,"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."}}