{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01080796,0.0004181973,0.0003871864,0.001288282,0.008067358,0.003266748,0.001556578,0.0009530422,0.0009934575],"category_scores_gemma":[0.01175476,0.000393697,0.0005373325,0.001008886,0.007042656,0.001126703,0.00641457,0.0009854415,0.00008336835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004162044,"about_ca_system_score_gemma":0.009156141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03549014,"about_ca_topic_score_gemma":0.04965305,"domain_scores_codex":[0.9792538,0.01736948,0.0003121457,0.0009626297,0.0008260562,0.00127594],"domain_scores_gemma":[0.9896291,0.007453168,0.0007261512,0.0008200014,0.0007459866,0.0006256177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005078331,0.0009058235,0.0456908,0.001055614,0.000127956,0.003655708,0.8179194,0.001185317,0.005467975,0.007714003,0.001273241,0.1144964],"study_design_scores_gemma":[0.0002613369,0.003573003,0.103396,0.0005809264,0.0002983867,0.001244228,0.8497862,0.002834656,0.003601226,0.006172243,0.02809941,0.0001523017],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878153,0.000315537,0.002753402,0.00190027,0.00001936936,0.0006684354,0.0000261953,0.00002393836,0.006477573],"genre_scores_gemma":[0.9955416,0.0002068383,0.003159052,0.000230771,0.000004981492,0.0002820858,0.000009406582,0.000003601102,0.0005615382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03549014,"threshold_uncertainty_score":0.07056707,"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."}}