{"id":"W2948031522","doi":"10.11159/iccste19.232","title":"Automatization of the Constructive Process: a Systematic Study of the 3D Concrete Printing Technology (Contour Crafting)","year":2019,"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":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Constructive; 3D printing; Process (computing); Computer science; Engineering drawing; Computer graphics (images); Engineering; Mechanical engineering; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001215993,0.0001506916,0.0002628508,0.0001225025,0.0000571697,0.00002686124,0.0004230531,0.00006528693,0.00002385893],"category_scores_gemma":[0.00008650769,0.00009081294,0.00005287062,0.000387179,0.00008248558,0.0001742449,0.00002509374,0.0001574396,1.938637e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002566567,"about_ca_system_score_gemma":0.00002425118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009637974,"about_ca_topic_score_gemma":0.000006356471,"domain_scores_codex":[0.9988286,0.00000596949,0.0005984489,0.0001394931,0.0003314031,0.0000961155],"domain_scores_gemma":[0.998826,0.00003204893,0.0004406707,0.0001116949,0.0005793626,0.00001027842],"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":[0.00003839065,0.000009724992,0.1959322,0.00907568,0.0005409442,1.311049e-7,0.005619461,0.02572293,0.5767459,0.1859902,0.00000241361,0.0003220433],"study_design_scores_gemma":[0.001799006,0.0001414278,0.2254746,0.00877469,0.0002695086,0.00003435461,0.01302555,0.2116397,0.5343444,0.003996816,0.000004436874,0.0004954906],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978434,0.000009764884,0.0000437383,0.00007072936,0.0007122668,0.0007393234,0.00002371326,0.00005175971,0.0005052639],"genre_scores_gemma":[0.9997372,0.000002556077,0.0001754139,0.000005355859,0.0000172984,0.00003338907,0.000001174516,0.00001268931,0.00001490833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1859168,"threshold_uncertainty_score":0.3703244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007507207218030028,"score_gpt":0.2101337785087343,"score_spread":0.2026265712907043,"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."}}