{"id":"W3013060269","doi":"10.1016/j.autcon.2020.103175","title":"Evaluating industrial modularization strategies: Local vs. overseas fabrication","year":2020,"lang":"en","type":"article","venue":"Automation in Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"PCL Construction (Canada)","funders":"","keywords":"Modular programming; Modular design; Quality (philosophy); Automation; Fabrication; Engineering; Manufacturing engineering; Systems engineering; Outsourcing; Computer science; Mechanical engineering; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.0001560317,0.0001612783,0.0001581507,0.00018057,0.00008104283,0.0001164552,0.00007993187,0.0002162044,0.0002220836],"category_scores_gemma":[0.0001118684,0.0001906344,0.0000432761,0.0007278312,0.00007710871,0.001352526,0.00001077788,0.0002568428,0.00005238831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002251275,"about_ca_system_score_gemma":0.0001084468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002396914,"about_ca_topic_score_gemma":0.000009535085,"domain_scores_codex":[0.9987183,0.0000865244,0.0005023694,0.0002400325,0.0002892379,0.0001634877],"domain_scores_gemma":[0.9995145,0.00003480037,0.000115375,0.0001238161,0.0001395153,0.00007199782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004194019,0.00001107168,0.003625024,0.00005653901,0.00002411947,8.041724e-7,0.0005867889,0.4419121,0.007275678,0.05380156,0.0004235947,0.4922408],"study_design_scores_gemma":[0.0008161541,0.0000559163,0.004056443,0.00003518047,0.00001651162,0.00001272851,0.001516362,0.9884033,0.002249644,0.0018121,0.0008271977,0.0001984139],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.285211,0.00003246772,0.7084547,0.0003981184,0.00141855,0.0003783175,0.000008446455,0.0009065708,0.003191881],"genre_scores_gemma":[0.9946516,0.0000137655,0.004721476,0.0000909544,0.0003410283,0.00005288225,0.0001026697,0.00002120797,0.000004411803],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7094406,"threshold_uncertainty_score":0.7773846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04111430657511869,"score_gpt":0.2699058299010451,"score_spread":0.2287915233259264,"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."}}