{"id":"W4293069250","doi":"10.1007/978-981-19-1029-6_36","title":"A Case Study of the Impact of Modular Manufacturing on a Hospital Expansion Project","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Context (archaeology); Building information modeling; Modular design; Productivity; Process management; Product (mathematics); Knowledge management; Stakeholder; Information sharing; Business; Engineering; Operations management; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007573018,0.0003816225,0.0004081672,0.0004086125,0.000035498,0.00001076294,0.0001753372,0.0002070441,0.0001205086],"category_scores_gemma":[0.00003008896,0.0002941955,0.000241751,0.0001082179,0.00001756251,0.00005457008,0.00006142773,0.0008977875,4.068024e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002990644,"about_ca_system_score_gemma":0.00003732699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004056718,"about_ca_topic_score_gemma":0.0003606206,"domain_scores_codex":[0.9988897,0.00001368789,0.0004057791,0.0002351167,0.0002800444,0.000175633],"domain_scores_gemma":[0.9993021,0.00009590577,0.000110032,0.0004434438,0.00002574313,0.00002275423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008860949,0.00003872793,0.00006696201,0.0001344334,0.0001449339,0.0001345444,0.00184934,0.9916366,0.0006005991,0.0001111936,0.000005610916,0.005268243],"study_design_scores_gemma":[0.006538313,0.007644701,0.003792546,0.005314336,0.0008133622,0.005221275,0.001251237,0.8919134,0.06648133,0.003292019,0.001977069,0.005760395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911475,0.000330587,0.003341857,0.000003965053,0.000891495,0.001015001,0.00004639388,0.0001422238,0.003081021],"genre_scores_gemma":[0.9996325,0.00002094852,0.0000619495,0.0000013009,0.00008686061,0.00004666774,0.000005571298,0.00009297248,0.00005119239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09972314,"threshold_uncertainty_score":0.999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009434570756719324,"score_gpt":0.2138438688264719,"score_spread":0.2044092980697526,"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."}}