{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009991602,0.0001128587,0.0001603816,0.00006204667,0.00004235593,0.0000448166,0.00009612323,0.00006326487,0.0004920404],"category_scores_gemma":[0.0002831542,0.0001048071,0.00001067629,0.0002035947,0.00006219696,0.0004073411,0.00002062056,0.00008712524,0.00001363938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002970818,"about_ca_system_score_gemma":0.00003188348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001162547,"about_ca_topic_score_gemma":0.00001078298,"domain_scores_codex":[0.9992288,0.00004860018,0.0002541445,0.0001464182,0.0001270003,0.0001950249],"domain_scores_gemma":[0.9992093,0.0003999007,0.00005855548,0.0001731457,0.0001115695,0.00004750184],"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":[0.0003164912,0.000145018,0.0006190824,0.0007856901,0.0002733495,0.00002812045,0.0601048,0.0008717976,0.8866863,0.03041914,0.01114875,0.008601484],"study_design_scores_gemma":[0.0001679176,0.00004315476,0.001849589,0.00002861924,0.00001722875,0.00001833869,0.001042301,0.00005468044,0.9890285,0.003651866,0.003944684,0.0001531544],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6936851,0.0006210107,0.2652866,0.0007279899,0.001836898,0.0005533865,0.00001229556,0.0005536809,0.03672315],"genre_scores_gemma":[0.9520148,0.0001484646,0.04718419,0.0001383352,0.00009055954,0.000003048139,0.000004700414,0.00002123096,0.0003946511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2583298,"threshold_uncertainty_score":0.5387498,"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."}}