{"id":"W1870780642","doi":"10.15353/joci.v11i3.2768","title":"Design for Sustainability: Countering the Drivers of Unsustainability in Development Projects","year":2015,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Intestinal Research; Impact","funders":"","keywords":"Sustainability; Order (exchange); Sustainable development; Intervention (counseling); Business; Process management; Engineering; Environmental resource management; Political science; Environmental planning; Economics; Geography; Psychology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01566629,0.0001038994,0.0002225683,0.0001928604,0.000369812,0.00003755999,0.0008944091,0.00006882392,9.820146e-7],"category_scores_gemma":[0.001932886,0.00006082089,0.00003523674,0.0005276879,0.0003674595,0.0005599372,0.0003988258,0.0005864325,6.326811e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003876039,"about_ca_system_score_gemma":0.0005446052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006011429,"about_ca_topic_score_gemma":0.00002564314,"domain_scores_codex":[0.9985802,0.0001539549,0.0008138113,0.00001073536,0.0002558966,0.0001854328],"domain_scores_gemma":[0.9965262,0.0004625901,0.0008816885,0.00026034,0.001863044,0.000006179976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009972078,0.0005377434,0.02209317,0.002057254,0.0002331548,6.938232e-7,0.8828298,0.007236546,0.00001016421,0.06174223,0.002828504,0.01943354],"study_design_scores_gemma":[0.0009176913,0.00007445294,0.00487497,0.00005937822,0.0000333314,0.000004976289,0.8961442,0.0009826525,0.0002629052,0.08799068,0.008540791,0.0001139331],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616359,0.00001137126,0.0351176,0.00126325,0.000120064,0.0006869345,2.260026e-7,0.00001105902,0.001153535],"genre_scores_gemma":[0.9972835,0.00000286329,0.002275595,0.0003772254,0.00003143872,0.00001285931,0.000001352506,0.000005275774,0.000009894637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03564753,"threshold_uncertainty_score":0.5429654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08630511026329889,"score_gpt":0.2876592264757895,"score_spread":0.2013541162124906,"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."}}