{"id":"W2134746388","doi":"10.21606/nordes.2015.048","title":"Inorganisms: An emergent approach to sustainability","year":2015,"lang":"en","type":"article","venue":"Nordic design research conference","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Process (computing); Computer science; Sustainability; Scale (ratio); Order (exchange); Knowledge management; Design process; Data science; Human–computer interaction; Process management; Work in process; Engineering; Business; Ecology; Geography","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":[0.005280552,0.0001661191,0.0001726374,0.0002801037,0.0001268332,0.0002377279,0.000630735,0.00009995166,0.0003435771],"category_scores_gemma":[0.002321945,0.000167358,0.00002254702,0.0009402187,0.00009562737,0.0004772993,0.00008661996,0.0005312265,0.0006076697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004891488,"about_ca_system_score_gemma":0.001394097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002014991,"about_ca_topic_score_gemma":0.00001307339,"domain_scores_codex":[0.9968051,0.001022692,0.0002357579,0.0003858992,0.0008841605,0.0006663865],"domain_scores_gemma":[0.9962052,0.0002565789,0.00001686364,0.0006980606,0.00180369,0.001019591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006880965,0.00268616,0.001986447,0.0006389548,0.0001866049,0.0000600323,0.05786139,0.06829415,0.02211042,0.0718988,0.5302233,0.2433657],"study_design_scores_gemma":[0.002133784,0.002595007,0.01050248,0.00006245676,0.00005169281,0.00007313068,0.06730098,0.2647579,0.0154599,0.06757349,0.5671008,0.002388392],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02299889,0.0001117437,0.8854575,0.0009760211,0.0003736304,0.001266121,0.000003850501,0.0003960345,0.08841622],"genre_scores_gemma":[0.9830799,0.00002190722,0.01468969,0.00008393133,0.0001178048,0.0002606709,0.000009621521,0.00003590507,0.001700612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.960081,"threshold_uncertainty_score":0.7810568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3630835384751701,"score_gpt":0.4303214788053524,"score_spread":0.06723794033018232,"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."}}