{"id":"W3178222712","doi":"10.29173/mocs181","title":"Key Considerations before Integrating Modular Construction: Adaptation to the Traditional French Construction Processes","year":2015,"lang":"en","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Modular design; Modular programming; Process management; Complementarity (molecular biology); Computer science; Process (computing); Key (lock); Modularity (biology); Order (exchange); Operations management; Business; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01012944,0.0007525822,0.0002515184,0.001145236,0.003228239,0.006318519,0.001181916,0.001867338,0.004646369],"category_scores_gemma":[0.01165591,0.0002562531,0.0005987358,0.001230161,0.003598592,0.003913132,0.002970591,0.001811004,0.0007254584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006068476,"about_ca_system_score_gemma":0.007416046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01296772,"about_ca_topic_score_gemma":0.0216762,"domain_scores_codex":[0.9910198,0.005020734,0.0002914677,0.00045704,0.002022577,0.001188495],"domain_scores_gemma":[0.9917841,0.003714532,0.0006913979,0.0009691396,0.002327131,0.0005136778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002632473,0.0004840913,0.0268453,0.001267746,0.00006686933,0.005241951,0.06965528,0.006599798,0.02007933,0.4236656,0.01167562,0.4341551],"study_design_scores_gemma":[0.00005326504,0.00116532,0.06850455,0.001929425,0.00009893686,0.004674684,0.09402568,0.007394456,0.0114202,0.08472197,0.7258112,0.0002002534],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4884986,0.00498498,0.129317,0.04982642,0.0006262194,0.001269609,0.00009597759,0.0005368118,0.3248444],"genre_scores_gemma":[0.9296376,0.001509596,0.05264299,0.001856098,0.0001356917,0.0002078033,0.00006725283,0.00009163758,0.01385151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01296772,"threshold_uncertainty_score":0.05357021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02884604712930045,"score_gpt":0.1987569058850165,"score_spread":0.1699108587557161,"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."}}