{"id":"W2616922573","doi":"","title":"BIOPRODUCTS OF AUTOMOTIVE ACCESSORIES: RETHINKING DESIGN MATERIALS THROUGH CORNSTARCH, SUGARCANE AND HEMP","year":2007,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automotive industry; Bioproducts; Engineering; Polylactic acid; Renewable energy; Manufacturing engineering; Waste management; Materials science; Biofuel; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002201659,0.0005334764,0.0001290021,0.000797477,0.0003998814,0.0006669244,0.0003186542,0.0003380946,0.001138636],"category_scores_gemma":[0.0002358462,0.0001977598,0.0002253338,0.0004871756,0.0004977711,0.0007762678,0.0004111165,0.000463007,0.0003760268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006082657,"about_ca_system_score_gemma":0.0005574275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001412445,"about_ca_topic_score_gemma":0.0042762,"domain_scores_codex":[0.999813,0.0000233016,0.000009362212,0.0000250694,0.0001076583,0.00002156236],"domain_scores_gemma":[0.9998888,0.00001716359,0.00002141682,0.00001633201,0.00004119195,0.00001505563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000771692,0.00008887052,0.001322375,0.0005085588,0.00001169398,0.0005150748,0.0005370282,0.004169649,0.8287801,0.0166432,0.0004631985,0.1468831],"study_design_scores_gemma":[0.000007303518,0.0002906347,0.001779056,0.00009190201,0.00002114974,0.0005200167,0.0003824397,0.001946757,0.9113711,0.002146117,0.08142034,0.00002320524],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7553033,0.01239637,0.155896,0.000912027,0.0002426786,0.0001996928,0.000150997,0.000351239,0.07454772],"genre_scores_gemma":[0.8470591,0.00822422,0.1219246,0.0002192505,0.0000337155,0.00007413807,0.0001134431,0.00008324787,0.0222682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001412445,"threshold_uncertainty_score":0.004413307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04802678930629999,"score_gpt":0.2903451828173176,"score_spread":0.2423183935110176,"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."}}