{"id":"W4402603064","doi":"10.1007/978-3-031-61499-6_1","title":"Modularization and Constructability Analysis of a Heavy Industrial Plant Structure","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; University of Fredericton","funders":"","keywords":"Constructability; Modular programming; Engineering; Construction engineering; Manufacturing engineering; Computer science; Systems engineering; Programming language","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":[0.0002320674,0.0003656057,0.0002473397,0.0005659584,0.0002511104,0.0003224414,0.0004995291,0.0002676211,0.001945195],"category_scores_gemma":[0.0006423447,0.0002375035,0.0006996592,0.0003176808,0.0007960105,0.000455789,0.0004764979,0.0005580694,0.0001466068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00037344,"about_ca_system_score_gemma":0.0002571488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001506377,"about_ca_topic_score_gemma":0.001415316,"domain_scores_codex":[0.9998746,0.00002547313,0.000003631367,0.0000272777,0.0000480842,0.00002098006],"domain_scores_gemma":[0.9996709,0.0001569407,0.00005312244,0.00005464449,0.00004502715,0.00001936261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001314556,0.00008812744,0.002219304,0.00008559471,0.00003287694,0.0002342019,0.0002146778,0.6833369,0.07302672,0.1723287,0.0005918329,0.06770959],"study_design_scores_gemma":[0.000009348723,0.0001364736,0.002971836,0.000008697936,0.00002440199,0.00008948703,0.00003433833,0.9200571,0.008876693,0.06668372,0.001098747,0.000009162536],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3087143,0.00008260103,0.6801099,0.00005407249,0.000007035907,0.00003469591,0.00006374372,0.0001903917,0.01074334],"genre_scores_gemma":[0.9518414,0.00006353971,0.04350852,0.00001332907,0.00001258258,0.00002654125,0.0001206089,0.00006395274,0.004349466],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001945195,"threshold_uncertainty_score":0.006507337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008401113985732615,"score_gpt":0.1815456809691538,"score_spread":0.1731445669834211,"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."}}