{"id":"W2548789374","doi":"","title":"The Application of Participatory Research to Optimize a Household Water Treatment Technology in a Poor and Marginalized Community of Chennai, India","year":2013,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; International Development Research Centre","keywords":"Citizen journalism; Participatory action research; Economic growth; Community-based participatory research; Socioeconomics; Community participation; Environmental planning; Geography; Sociology; Political science; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.000748151,0.0001237216,0.0003411523,0.0004609855,0.0003259263,0.00001131812,0.000580262,0.0001930127,0.00001355029],"category_scores_gemma":[0.00002593087,0.00008568391,0.00007195901,0.0004091634,0.0003617173,0.00007784411,0.0001134139,0.0003719237,0.000005477911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001071164,"about_ca_system_score_gemma":0.00002463852,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009829707,"about_ca_topic_score_gemma":0.001539269,"domain_scores_codex":[0.998744,0.0004712708,0.000211835,0.0001506925,0.0002025127,0.0002197257],"domain_scores_gemma":[0.9988386,0.0002221424,0.0001723507,0.0005165325,0.0002089358,0.00004142416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01533962,0.001876146,0.01086486,0.001418203,0.000406358,0.00000612401,0.1076166,0.00007327342,0.8468856,0.001308594,0.002200701,0.01200394],"study_design_scores_gemma":[0.00703451,0.001493835,0.583001,0.0005048651,0.0004268831,0.000004817014,0.08578095,0.0002873308,0.3106309,0.006303351,0.004118246,0.0004133565],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935319,0.0002503211,0.000009071108,0.004945646,0.00004204327,0.001041179,0.0000298027,0.00001670623,0.0001333668],"genre_scores_gemma":[0.9993027,0.0001524561,0.00009768153,0.00001474379,0.000009352584,0.00001194471,0.00008655263,0.00001370255,0.0003108539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5721361,"threshold_uncertainty_score":0.9967639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06766991282215881,"score_gpt":0.3110220662036111,"score_spread":0.2433521533814522,"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."}}