{"id":"W4210549581","doi":"10.3233/jid200021","title":"Sustainability: Design, Making, and Technologies","year":2022,"lang":"en","type":"article","venue":"Journal of Integrated Design and Process Science","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Sustainability; Business; Environmental planning; Environmental science; Ecology","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":[0.003044267,0.000952004,0.0005675553,0.001316132,0.001932668,0.01093593,0.00115722,0.002931868,0.008572779],"category_scores_gemma":[0.002596466,0.000405731,0.000368214,0.002060788,0.01118314,0.008126223,0.003927404,0.002958834,0.003345224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003808693,"about_ca_system_score_gemma":0.005116066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002041043,"about_ca_topic_score_gemma":0.001882809,"domain_scores_codex":[0.9963356,0.001629809,0.0001518848,0.0003085951,0.001337121,0.0002369224],"domain_scores_gemma":[0.9989034,0.0004232134,0.00009219967,0.0002036088,0.0002369477,0.0001406279],"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":[0.00001602739,0.00006033566,0.0003362578,0.0008344522,0.00001626144,0.0001000278,0.001980413,0.001467016,0.0007214436,0.8228573,0.04651652,0.125094],"study_design_scores_gemma":[0.000004572734,0.0000237775,0.0001461204,0.0007501588,0.000007224764,0.0001250525,0.001143548,0.000336001,0.0005494356,0.3633753,0.6335263,0.00001248432],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006767353,0.1418577,0.0980513,0.06281082,0.003837328,0.0003083349,0.000199123,0.0006078371,0.6855603],"genre_scores_gemma":[0.3723494,0.244083,0.1083498,0.02055453,0.003483904,0.0007732279,0.0005172545,0.0007146261,0.2491743],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01093593,"threshold_uncertainty_score":0.02867883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01327512936751087,"score_gpt":0.2745127479531992,"score_spread":0.2612376185856884,"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."}}