{"id":"W4400235048","doi":"10.11159/iccste24.239","title":"Exploring the Role of Additive Manufacturing in Green Building Materials and Energy Technology","year":2024,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Manufacturing engineering; Architectural engineering; Engineering physics; Process engineering; Materials science; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000740149,0.0003645574,0.0003580459,0.0008208346,0.0007432395,0.0028129,0.0004752201,0.001095227,0.002979808],"category_scores_gemma":[0.0008182696,0.0002696539,0.0005428378,0.0007486245,0.0009424108,0.00218752,0.00115553,0.0008072404,0.0007186479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000844006,"about_ca_system_score_gemma":0.0008717684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007728136,"about_ca_topic_score_gemma":0.001556449,"domain_scores_codex":[0.9994411,0.0001207998,0.00002220655,0.0000620883,0.0002864128,0.0000673966],"domain_scores_gemma":[0.9995844,0.0002518268,0.00004290307,0.00004954534,0.00005962964,0.00001178469],"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":[0.0001226798,0.0002179583,0.003189211,0.002686665,0.00005593459,0.000980775,0.0007447532,0.03643721,0.2006158,0.5003074,0.00157952,0.2530621],"study_design_scores_gemma":[0.00001458026,0.0006417671,0.004186152,0.001011118,0.0001186042,0.001355623,0.001332216,0.05895638,0.4594566,0.1752993,0.2975129,0.0001148314],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3171047,0.1160687,0.2271932,0.005501845,0.0009487569,0.0001425141,0.0001821748,0.0002669355,0.3325912],"genre_scores_gemma":[0.8691751,0.05239999,0.05916156,0.0006792227,0.0001343447,0.00008966116,0.00007707936,0.00005274075,0.01823026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002979808,"threshold_uncertainty_score":0.00996846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01337225641586751,"score_gpt":0.2050759304939463,"score_spread":0.1917036740780788,"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."}}