{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008228779,0.0005950899,0.0003837177,0.001060331,0.005656673,0.008175798,0.002403805,0.002323452,0.009921625],"category_scores_gemma":[0.004794321,0.0003719151,0.0008954497,0.000691166,0.01873186,0.00605122,0.01226829,0.003050235,0.0009593597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003991804,"about_ca_system_score_gemma":0.005433678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001036664,"about_ca_topic_score_gemma":0.002445227,"domain_scores_codex":[0.9944635,0.004121299,0.0001241403,0.0004052203,0.0004592001,0.0004267526],"domain_scores_gemma":[0.9963887,0.002078652,0.0001550224,0.0005175038,0.0002702458,0.0005900057],"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":[0.0000459786,0.00006209772,0.0003777931,0.00020179,0.000009148921,0.0002695265,0.02919462,0.001130395,0.001368082,0.9443217,0.005815272,0.01720358],"study_design_scores_gemma":[0.00003742816,0.00009488728,0.0002933895,0.0002842,0.00001143647,0.0002671294,0.02834934,0.002074777,0.002220965,0.4736316,0.4927042,0.00003077153],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.074188,0.002296514,0.3596156,0.03098671,0.002689049,0.0005878637,0.0001946566,0.0005966715,0.5288449],"genre_scores_gemma":[0.7561202,0.001379593,0.1283408,0.002961167,0.0002153959,0.0008546325,0.0001691592,0.0003725017,0.1095864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009921625,"threshold_uncertainty_score":0.04351848,"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."}}