{"id":"W2953444445","doi":"10.29173/mocs139","title":"Case Study: Program Management of Volume Modules","year":2019,"lang":"en","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Modular design; Piping; Volume (thermodynamics); Modular construction; Systems engineering; Computer science; Quality (philosophy); Fabrication; Manufacturing engineering; Reliability engineering; Engineering; Mechanical engineering; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001112239,0.0002075672,0.0002487689,0.0001600869,0.00008350814,0.00009848283,0.00008688853,0.0000838119,0.00006421625],"category_scores_gemma":[0.000001912305,0.0002108379,0.00004811833,0.0002112215,0.00005527326,0.0003395627,0.00005607385,0.000118392,0.000009129476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002852699,"about_ca_system_score_gemma":0.000003408776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002464375,"about_ca_topic_score_gemma":0.000003491291,"domain_scores_codex":[0.9989834,0.000003419498,0.000295881,0.0003111627,0.0001934234,0.0002126762],"domain_scores_gemma":[0.999603,0.000003391629,0.00007902938,0.0001242477,0.0001175845,0.00007278464],"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":[0.00007128034,0.0003632269,0.2363736,0.005589859,0.0006946465,0.0002107947,0.002088178,0.03282296,0.0005005294,0.002803343,0.0002834923,0.7181981],"study_design_scores_gemma":[0.006684991,0.001317346,0.05383216,0.0006981638,0.000814037,0.002150226,0.03771435,0.8606951,0.01251221,0.0008385761,0.0203583,0.002384559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938553,0.0001733847,0.002566084,0.000008724644,0.0002584815,0.000854239,0.000004489373,0.0003358953,0.001943419],"genre_scores_gemma":[0.9839142,0.0001178909,0.01552981,0.000004154936,0.00003641167,0.00005909124,0.000006103225,0.00003286117,0.0002995098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8278722,"threshold_uncertainty_score":0.8597721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006729706625530917,"score_gpt":0.2002871877682143,"score_spread":0.1935574811426834,"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."}}