{"id":"W2190548592","doi":"10.1115/1.4032195","title":"Design for the Developing World: Common Pitfalls and How to Avoid Them","year":2015,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Civil, Mechanical and Manufacturing Innovation; National Science Foundation","keywords":"Engineering design process; Context (archaeology); Developing country; Engineering; Process (computing); Face (sociological concept); Resource (disambiguation); Engineering ethics; Product design; Product (mathematics); Engineering management; Systems engineering; Computer science; Risk analysis (engineering); Mechanical engineering; Business","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":[0.05527909,0.003135082,0.00158061,0.005763074,0.01227532,0.01665745,0.004909189,0.006845771,0.005146555],"category_scores_gemma":[0.139451,0.002431582,0.001669102,0.005339902,0.01772424,0.0252425,0.01335647,0.01062118,0.001993062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007327665,"about_ca_system_score_gemma":0.01279704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01034588,"about_ca_topic_score_gemma":0.0174607,"domain_scores_codex":[0.9047913,0.04889762,0.007886477,0.004002867,0.03019328,0.004228475],"domain_scores_gemma":[0.874104,0.06417499,0.01557058,0.01424116,0.02779909,0.004110109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002880439,0.0002955704,0.02401985,0.004866444,0.0002904783,0.008477925,0.1865528,0.00362162,0.005089819,0.1142338,0.1134712,0.5387924],"study_design_scores_gemma":[0.00008522395,0.0003814387,0.009622975,0.01129012,0.0001836727,0.01027282,0.3054683,0.005539729,0.004548694,0.1611158,0.4909782,0.0005129934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.158559,0.04585085,0.3654192,0.3353914,0.006979407,0.0016945,0.0004466068,0.004709178,0.08094982],"genre_scores_gemma":[0.5488782,0.01978208,0.3930455,0.01824447,0.0007611873,0.001269004,0.0002641206,0.001614586,0.01614097],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05527909,"threshold_uncertainty_score":0.2923473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1383226514755899,"score_gpt":0.2798345412387584,"score_spread":0.1415118897631684,"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."}}