{"id":"W4416879502","doi":"10.37665/weznfjc91929","title":"Design For Environment (DfE): 8 Proven Strategies for Developing Superior, Cost Efficient, & Environmentally Compliant Products","year":2012,"lang":"","type":"article","venue":"On-Demand Webinars","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cerestech (Canada)","funders":"","keywords":"Design for the Environment; Electronics; Social responsibility; Environmentally friendly; Sustainable products; Product (mathematics)","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":[0.005136226,0.001126912,0.0003163929,0.001213109,0.0007269889,0.003772455,0.001050317,0.002007777,0.03977643],"category_scores_gemma":[0.006749198,0.0004680308,0.0003859914,0.0004098629,0.001177864,0.004060581,0.003457936,0.001525194,0.01274822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009299221,"about_ca_system_score_gemma":0.001315063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003067416,"about_ca_topic_score_gemma":0.0007735228,"domain_scores_codex":[0.9971102,0.001328698,0.0001310724,0.0002150361,0.001042065,0.0001729674],"domain_scores_gemma":[0.9967346,0.001099599,0.0002355818,0.0005333535,0.0009391664,0.0004576974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001621582,0.0007667225,0.001537508,0.0008169892,0.00001887947,0.0004045248,0.00184939,0.002983675,0.01480882,0.0675568,0.1199177,0.7891769],"study_design_scores_gemma":[0.00009251832,0.0007131608,0.001868482,0.0005109145,0.00002004462,0.001299142,0.001426658,0.00643552,0.01366244,0.03516453,0.9387354,0.00007121437],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03056955,0.002428908,0.5499356,0.009336947,0.0008293739,0.0008128461,0.0003906565,0.008655311,0.3970409],"genre_scores_gemma":[0.1780364,0.003050637,0.5591068,0.003049562,0.0002683201,0.0006664891,0.0008168082,0.002729316,0.2522756],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03977643,"threshold_uncertainty_score":0.1330653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06195754527840272,"score_gpt":0.2645123638756303,"score_spread":0.2025548185972275,"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."}}