{"id":"W4284681806","doi":"10.3390/buildings12070955","title":"Mass Customization of Housing: A Framework for Harmonizing Individual Needs with Factory Produced Housing","year":2022,"lang":"en","type":"article","venue":"Buildings","topic":"BIM and Construction Integration","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Mass customization; Flexibility (engineering); Agile software development; Personalization; Pace; Process (computing); Process management; Prefabrication; Housing industry; Production (economics); Factory (object-oriented programming); Computer science; Engineering; Systems engineering; Architectural engineering; Risk analysis (engineering); Manufacturing engineering; Business; Software engineering; World Wide Web","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":[0.006528305,0.0009515655,0.0003928076,0.002572343,0.002792953,0.007938749,0.003081509,0.002913554,0.006793859],"category_scores_gemma":[0.004376405,0.0005974942,0.0008524818,0.001877263,0.01718058,0.009361947,0.00847161,0.002277464,0.001004859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004622604,"about_ca_system_score_gemma":0.004646724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004291353,"about_ca_topic_score_gemma":0.006979298,"domain_scores_codex":[0.9953738,0.002735743,0.0002139749,0.0005907295,0.0007152341,0.0003705555],"domain_scores_gemma":[0.9980598,0.0007846347,0.0002114731,0.000457772,0.0002776476,0.000208615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007470103,0.00003186531,0.0004338572,0.00006343438,0.000004915707,0.0001697987,0.007393936,0.00169542,0.0004886524,0.9767475,0.0007418951,0.01222128],"study_design_scores_gemma":[0.00001738644,0.00009494592,0.001787476,0.0005003594,0.0000333118,0.0006102471,0.01921667,0.02201554,0.001301081,0.7422021,0.2121717,0.00004917534],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02175157,0.0008521432,0.7689753,0.007630146,0.0001517937,0.0005244777,0.0001102459,0.000376308,0.199628],"genre_scores_gemma":[0.4834534,0.001089498,0.4936528,0.0006412308,0.00009494737,0.0009153063,0.0002125325,0.0002159597,0.01972433],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007938749,"threshold_uncertainty_score":0.03452539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02592503814718002,"score_gpt":0.2172538185399999,"score_spread":0.1913287803928199,"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."}}