{"id":"W223901119","doi":"10.1080/15487733.2012.11908095","title":"A new model for enabling innovation in appropriate technology for sustainable development","year":2012,"lang":"en","type":"article","venue":"Sustainability Science Practice and Policy","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Knowledge management; Task (project management); Scale (ratio); Business; Sustainable development; Population; Computer science; Engineering; Political science; Geography; Systems engineering; Sociology","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":[0.003083298,0.001232362,0.0006591424,0.002120487,0.003341084,0.007911782,0.002514897,0.005887526,0.01624309],"category_scores_gemma":[0.004022854,0.0005181649,0.002190639,0.001699449,0.009588762,0.01487732,0.005482599,0.003936138,0.004114185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00560496,"about_ca_system_score_gemma":0.00603219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002650674,"about_ca_topic_score_gemma":0.002283814,"domain_scores_codex":[0.997012,0.001175201,0.0001413042,0.0005442859,0.0007833621,0.0003437781],"domain_scores_gemma":[0.9979731,0.0008123295,0.0001956293,0.0003784699,0.0003576262,0.0002827969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005623757,0.00001613241,0.00004685251,0.00002423468,0.000003794324,0.00005236584,0.0001799945,0.0008913964,0.0001249029,0.9961033,0.0007871825,0.001764148],"study_design_scores_gemma":[0.00003390833,0.00004587368,0.00006822147,0.00005752691,0.00001195176,0.000160401,0.0002193359,0.006594327,0.0002509719,0.9302309,0.0623091,0.00001748939],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009870388,0.001423347,0.3415714,0.03873036,0.001031995,0.0004001771,0.0002690339,0.0002609028,0.6064424],"genre_scores_gemma":[0.5935599,0.004405414,0.2438198,0.005017028,0.0008201298,0.002444344,0.0003176868,0.0002318494,0.1493838],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01624309,"threshold_uncertainty_score":0.05433857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0247279918471307,"score_gpt":0.3311671584520487,"score_spread":0.306439166604918,"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."}}