{"id":"W2782268347","doi":"","title":"Usage and Flow of Aluminum Sheet Within the U.S. and Canadian Residential Building Products","year":2012,"lang":"en","type":"article","venue":"Light metal age","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Aluminium; Engineering; Environmental science; Forensic engineering; Metallurgy; Materials science","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":[0.000168915,0.0000736823,0.00008794582,0.00005350397,0.00005966016,0.00001711495,0.00005569213,0.00002391559,0.000008187355],"category_scores_gemma":[0.00001953752,0.00005138159,0.00001299798,0.00008323324,0.0000312182,0.00008866653,0.00002055237,0.00007391992,0.000002275026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007611859,"about_ca_system_score_gemma":0.00001337029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009762456,"about_ca_topic_score_gemma":0.002332213,"domain_scores_codex":[0.9995844,0.00002471935,0.00009403758,0.00007385332,0.00008414644,0.0001388212],"domain_scores_gemma":[0.9997883,0.00002833679,0.00001409602,0.00007960464,0.000009078366,0.00008054374],"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":[0.00006756375,0.00007580875,0.005576053,0.001048454,0.001127862,0.0002120246,0.0615913,0.04231884,0.770208,0.05412766,0.01616227,0.04748419],"study_design_scores_gemma":[0.001158186,0.000207473,0.3057364,0.0002140521,0.0005531597,0.0005055416,0.0005182457,0.05011515,0.5544977,0.0205302,0.06438763,0.001576261],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924518,0.002461663,0.001553656,0.0003134514,0.0003324075,0.0001474132,0.000007604283,0.00003047411,0.002701466],"genre_scores_gemma":[0.9957441,0.00000604283,0.003910458,0.00003637179,0.0001717682,0.000003736153,0.000002446347,0.00001046578,0.0001145877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3001603,"threshold_uncertainty_score":0.209528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008285668749952046,"score_gpt":0.1908150765156418,"score_spread":0.1825294077656898,"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."}}