{"id":"W4390544656","doi":"10.1007/978-3-031-39675-5_8","title":"Cooperative Robotic Fabrication for a Circular Economy","year":2024,"lang":"en","type":"book-chapter","venue":"Circular economy and sustainability","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Division of Civil, Mechanical and Manufacturing Innovation; Princeton University; National Science Foundation","keywords":"Reuse; Intersection (aeronautics); Context (archaeology); Circular economy; Engineering; Fabrication; Resource (disambiguation); Robotics; Robot; Resource efficiency; Computer science; Artificial intelligence; Systems engineering; Transport engineering; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003147958,0.0003603222,0.0002125868,0.0004985675,0.0007442219,0.001217678,0.0006084092,0.0008098813,0.008837526],"category_scores_gemma":[0.0003080598,0.000222122,0.0003826,0.0003833422,0.001434175,0.001305397,0.00129738,0.0008847978,0.001848982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008846342,"about_ca_system_score_gemma":0.0008338749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008769459,"about_ca_topic_score_gemma":0.00138432,"domain_scores_codex":[0.9997544,0.00003229205,0.000005178301,0.00004438905,0.0001398601,0.00002390872],"domain_scores_gemma":[0.999859,0.00005884743,0.00001346407,0.00003052996,0.00002624136,0.00001188484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001938362,0.00005143934,0.000142116,0.0002322347,0.00000751483,0.0002382477,0.0004144027,0.0274583,0.02462487,0.829554,0.01031179,0.1069458],"study_design_scores_gemma":[0.00001992032,0.0001238016,0.0004595449,0.0002014923,0.00001383761,0.0005014365,0.0004658123,0.06409249,0.02974545,0.1892406,0.7150996,0.00003605422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03234895,0.004273927,0.3557888,0.001514968,0.0005304237,0.0001389139,0.00005833795,0.000693008,0.6046528],"genre_scores_gemma":[0.4330571,0.006453611,0.2286665,0.00049897,0.0001245494,0.0003333634,0.0001299256,0.0002029298,0.3305331],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008837526,"threshold_uncertainty_score":0.02956444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01032753606781057,"score_gpt":0.2183837600058969,"score_spread":0.2080562239380863,"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."}}