{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001008135,0.00113318,0.0008103116,0.002525866,0.0007923258,0.003248882,0.001225627,0.001761714,0.004639409],"category_scores_gemma":[0.001802601,0.0004563161,0.0008865796,0.001841877,0.003956411,0.003953379,0.0014763,0.002317286,0.001264954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001573169,"about_ca_system_score_gemma":0.0007435834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006050835,"about_ca_topic_score_gemma":0.0007083457,"domain_scores_codex":[0.9991371,0.0001899748,0.00008535466,0.0001980768,0.000321192,0.00006824981],"domain_scores_gemma":[0.9989912,0.0004724704,0.0001352754,0.0001836154,0.0001714985,0.00004588997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003768315,0.00003117754,0.0006406835,0.001453515,0.00002156781,0.0001493992,0.0007139044,0.004524767,0.009644868,0.8410058,0.002774352,0.1390023],"study_design_scores_gemma":[0.00002013652,0.0002664956,0.00111432,0.001247184,0.00005473433,0.001541473,0.0007064695,0.02139133,0.00928259,0.4114898,0.5527343,0.0001511771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03641152,0.1848421,0.6131488,0.005605371,0.002040587,0.0002759294,0.0004595161,0.0005079229,0.1567082],"genre_scores_gemma":[0.3691539,0.1602893,0.4279169,0.00200666,0.002006094,0.0008581639,0.0007632827,0.0003601793,0.03664553],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004639409,"threshold_uncertainty_score":0.01552039,"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."}}