{"id":"W3041379410","doi":"10.1007/978-3-030-49916-7_86","title":"Rapid Composite Formwork: An Automated and Customizable Process for Freeform Concrete Through Computational Design and Robotic Fabrication","year":2020,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Formwork; Fabrication; Process (computing); Computer science; Composite number; Engineering; Construction engineering; Engineering drawing; Mechanical engineering; Materials science; Structural engineering; Composite material; Operating system; Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001094032,0.0003466813,0.0004593775,0.00008490769,0.0002570033,0.0001831775,0.0001026145,0.000239946,0.00005541016],"category_scores_gemma":[0.00001177835,0.0003704972,0.00003777382,0.00004157899,0.0001996456,0.0005025665,0.00003093216,0.0001310299,0.000006648811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000525472,"about_ca_system_score_gemma":0.00007009575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000216287,"about_ca_topic_score_gemma":4.844907e-7,"domain_scores_codex":[0.9988788,0.00001257207,0.0004678871,0.0003130632,0.0001373782,0.0001902904],"domain_scores_gemma":[0.9992586,0.00009549633,0.0001660765,0.0001510812,0.0002677462,0.0000610362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000533676,0.000003825803,0.00001763678,0.003515496,0.001075961,0.000009044246,0.002490293,0.1573164,0.003803841,0.8064644,0.01005719,0.01471224],"study_design_scores_gemma":[0.001261871,0.000326027,0.00001930488,0.0003364549,0.0002791645,0.0001086996,0.0001403045,0.8283717,0.004446787,0.1044899,0.05905263,0.001167203],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002469544,0.002168887,0.911495,0.0002600002,0.001457057,0.003965991,0.0006830951,0.004326306,0.07317407],"genre_scores_gemma":[0.2974072,0.00148438,0.6758831,0.001240067,0.002017065,0.001042992,0.005344697,0.0008666507,0.01471383],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7019746,"threshold_uncertainty_score":0.9998747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0341809292971383,"score_gpt":0.2567956873083513,"score_spread":0.2226147580112131,"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."}}