{"id":"W2168060803","doi":"10.1177/0021955x04039215","title":"Manufacturability of Fine-Celled Cellular Structures in Rotational Foam Molding","year":2004,"lang":"en","type":"article","venue":"Journal of Cellular Plastics","topic":"Polymer Foaming and Composites","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ontario Tech University","funders":"","keywords":"Materials science; Blowing agent; Molding (decorative); Polyolefin; Shrinkage; Cell size; Composite material; Extrusion; Cell structure; Design for manufacturability; Polymer; Mechanical engineering; Polyurethane","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":[0.0004335491,0.0001451478,0.0003449193,0.0001738787,0.00005162973,0.00003647574,0.0002971423,0.00007881631,0.0001715629],"category_scores_gemma":[0.0001861621,0.0001207366,0.00009962686,0.0001213859,0.0000891742,0.0001399353,0.00004357373,0.0002190134,0.00000733176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008292529,"about_ca_system_score_gemma":0.0001673816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002850633,"about_ca_topic_score_gemma":0.000007449708,"domain_scores_codex":[0.9983414,0.00007547866,0.0007449341,0.0001353144,0.0004886128,0.0002142484],"domain_scores_gemma":[0.9988526,0.0002533704,0.0005206683,0.0001454725,0.0001374302,0.00009050036],"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":[0.00009309519,0.0001067267,0.0006162567,0.00004385601,0.0000114095,0.00006185607,0.0002704098,0.04723986,0.9505842,0.0007894713,0.00001225844,0.0001705586],"study_design_scores_gemma":[0.0009923205,0.0001804321,0.002078014,0.00008742278,0.00003125257,0.00003827343,0.00005659852,0.0005912251,0.9866033,0.009195806,0.00002919582,0.0001161309],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731452,0.0005826192,0.02549177,0.00005550151,0.0005867595,0.00005444552,0.00001292717,0.000007320115,0.00006349028],"genre_scores_gemma":[0.9898502,0.000005859817,0.009972449,0.00001109976,0.0001302362,6.161189e-7,0.000003284872,0.00001089514,0.0000153437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04664863,"threshold_uncertainty_score":0.4923494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008995816378838024,"score_gpt":0.2181733210807133,"score_spread":0.2091775047018753,"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."}}