{"id":"W2545712965","doi":"10.2200/s00249ed1v01y201001ets013","title":"Needs and Feasibility: A Guide for Engineers in Community Projects --- The Case of Waste for Life","year":2010,"lang":"en","type":"article","venue":"Synthesis lectures on engineers, technology, and society","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Business; Profit (economics); Engineering; Environmental planning; Engineering management; Environmental science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01973971,0.002701938,0.0016214,0.004775639,0.007967624,0.01034513,0.004710997,0.006883804,0.02485631],"category_scores_gemma":[0.01785977,0.002552392,0.001262408,0.003372028,0.01140612,0.01575615,0.009023499,0.008759943,0.01024286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005560027,"about_ca_system_score_gemma":0.02044455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01472964,"about_ca_topic_score_gemma":0.04640088,"domain_scores_codex":[0.9906765,0.006727332,0.0008965256,0.0002602561,0.0009993514,0.0004400764],"domain_scores_gemma":[0.9853988,0.01020764,0.000404053,0.0004610116,0.002305908,0.00122258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005279185,0.0004631821,0.002234284,0.001679266,0.00002666679,0.001693276,0.1393162,0.001639713,0.00215661,0.2124599,0.4140576,0.2242205],"study_design_scores_gemma":[0.00003485437,0.00007910225,0.00114027,0.001416407,0.00001163405,0.001178576,0.1538999,0.001112603,0.000349179,0.08505426,0.7556418,0.00008143597],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.016475,0.02492789,0.3270933,0.2110097,0.003645952,0.006266005,0.002043332,0.003010787,0.4055281],"genre_scores_gemma":[0.07481824,0.01814088,0.7495212,0.01210087,0.0004933739,0.009363673,0.001087252,0.001181461,0.1332931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02485631,"threshold_uncertainty_score":0.1043948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.027739811010887,"score_gpt":0.2862577397271489,"score_spread":0.2585179287162618,"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."}}