{"id":"W3208199371","doi":"10.3390/app11093845","title":"Geometrical Degrees of Freedom for Cellular Structures Generation: A New Classification Paradigm","year":2021,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Design for manufacturability; Computer science; Domain (mathematical analysis); Degrees of freedom (physics and chemistry); Systems engineering; Distributed computing; Engineering; Mechanical engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007489754,0.00009016717,0.0001287441,0.00009206071,0.0001045065,0.00006404729,0.0001828779,0.00005249412,0.00005282515],"category_scores_gemma":[0.00001217664,0.00007990849,0.00004355705,0.0005434445,0.0000906949,0.00004804098,0.00001720824,0.00004721024,0.00000185944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001272902,"about_ca_system_score_gemma":0.00005881925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007955302,"about_ca_topic_score_gemma":0.00001767919,"domain_scores_codex":[0.9992803,0.000006237124,0.0001704126,0.0001949878,0.0002009037,0.0001471304],"domain_scores_gemma":[0.9996963,0.00005396,0.00003103995,0.0001461874,0.00002389953,0.00004863994],"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":[0.000002351127,0.000005030827,0.00009158832,0.00001755099,0.00001413001,4.690405e-7,0.0000984903,0.1000906,0.7627622,0.1298357,0.00120663,0.005875324],"study_design_scores_gemma":[0.0003397193,0.0000441163,0.003124999,0.0000038345,0.00003066842,0.000006303945,0.0001444486,0.2646755,0.7139317,0.01057395,0.006884931,0.0002398769],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5942708,0.003761451,0.3942248,0.0001247557,0.0006802229,0.0002754756,0.00001519392,0.000116482,0.006530858],"genre_scores_gemma":[0.9718533,0.00001452537,0.02777496,0.0000132602,0.0002722172,0.000009751845,0.00002518188,0.000006989933,0.00002983057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3775825,"threshold_uncertainty_score":0.3258574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04345971627140315,"score_gpt":0.2433914584988551,"score_spread":0.199931742227452,"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."}}