{"id":"W2113376613","doi":"10.1111/j.1539-6924.2011.01675.x","title":"Risk Management in a Developing Country Context: Improving Decisions About Point‐of‐Use Water Treatment Among the Rural Poor in Africa","year":2011,"lang":"en","type":"article","venue":"Risk Analysis","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Environment and Protected Areas","funders":"","keywords":"Sanitation; Corporate governance; Participatory development; Developing country; Context (archaeology); Environmental planning; Millennium Development Goals; Citizen journalism; Economic growth; Psychological intervention; Business; Tanzania; Environmental resource management; Political science; Geography; Medicine; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004840984,0.0002183302,0.0004457192,0.0008545942,0.0001911906,0.00009023895,0.0002636135,0.00007219244,0.00007520804],"category_scores_gemma":[0.00005424684,0.0001291436,0.0002759849,0.001125192,0.00007859396,0.0003386204,0.0001016843,0.0001691662,0.00001553685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002912905,"about_ca_system_score_gemma":0.000006885144,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03978107,"about_ca_topic_score_gemma":0.02800724,"domain_scores_codex":[0.9981228,0.0002835081,0.0006395977,0.00032094,0.0002230982,0.0004100796],"domain_scores_gemma":[0.9990608,0.0001924111,0.0002055951,0.0004267051,0.00005607846,0.00005840528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002937717,0.0002742098,0.9719167,0.00001029296,0.0007313755,0.00002799882,0.01062089,0.0002137702,0.00001496303,0.00008873217,0.00005012552,0.01575723],"study_design_scores_gemma":[0.001982027,0.00005154203,0.984015,0.0001047203,0.001935882,0.000001014865,0.002855604,0.004070054,0.003082232,0.0009491548,0.000699415,0.0002533798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997588,0.0003117349,0.00102056,0.0002178925,0.0000882091,0.0004326895,0.00004556783,0.00002911648,0.0002661809],"genre_scores_gemma":[0.9978497,0.0007747327,0.001072767,0.0001101693,0.00002052277,0.00006145996,0.00003291146,0.00001815229,0.00005960771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01550385,"threshold_uncertainty_score":0.9897291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02011379505145981,"score_gpt":0.24944142191035,"score_spread":0.2293276268588902,"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."}}