{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003469605,0.0001391432,0.0001823933,0.0001598082,0.0006618432,0.0001103159,0.0005068668,0.00003656678,0.0002335204],"category_scores_gemma":[0.0008660647,0.0001005837,0.00002599014,0.0009480803,0.001982622,0.0007698142,0.0003737876,0.0004008455,8.701929e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007640022,"about_ca_system_score_gemma":0.0002727282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001784148,"about_ca_topic_score_gemma":6.219283e-7,"domain_scores_codex":[0.9983422,0.0001610339,0.0002926663,0.0002730788,0.0006064781,0.0003246115],"domain_scores_gemma":[0.9993548,0.0001014455,0.000225583,0.000142485,0.00007136176,0.0001043227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002042315,0.001121199,0.3072797,0.0001954584,0.00004821221,0.000517351,0.01796801,0.086069,0.05953052,0.0008589824,0.002476563,0.5218927],"study_design_scores_gemma":[0.00301606,0.0131766,0.07551934,0.0001250599,0.0001661122,0.006249291,0.3172258,0.08960716,0.09796812,0.3797739,0.01516251,0.002009981],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9143839,0.0006838862,0.08263477,0.001409693,0.00006980922,0.0004482981,0.000001794372,0.00004138971,0.0003264516],"genre_scores_gemma":[0.9913954,0.00005698507,0.008315593,0.0001188744,0.00000334128,0.00001383605,8.862956e-8,0.000005990719,0.00008989585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5198827,"threshold_uncertainty_score":0.7305054,"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."}}