{"id":"W2804760574","doi":"10.29173/mocs2","title":"A comparison between Volumetric Timber Manufacturing Strategies in the UK and mainland Europe","year":2016,"lang":"en","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"BIM and Construction Integration","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Strathclyde","keywords":"Context (archaeology); Variety (cybernetics); Flexibility (engineering); Productivity; Prefabrication; Mainland; Production (economics); Quality (philosophy); Factory (object-oriented programming); Greenhouse gas; Legislation; Engineering; Business; Architectural engineering; Environmental economics; Operations management; Civil engineering; Computer science; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002014767,0.0002115002,0.0002351281,0.0002855864,0.0001412945,0.0002748512,0.00009881162,0.0001231943,0.0000382417],"category_scores_gemma":[0.00001693393,0.0001416846,0.00003305781,0.0003115482,0.0001845822,0.0005083811,0.00002749967,0.0002138178,0.00001012686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003427936,"about_ca_system_score_gemma":0.00001018458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002268341,"about_ca_topic_score_gemma":0.00003183247,"domain_scores_codex":[0.9989788,0.00001687327,0.0003137758,0.0002706584,0.0001789917,0.000240908],"domain_scores_gemma":[0.9996651,0.00004632205,0.0000647245,0.00008598649,0.00007047175,0.00006733691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000161098,0.000006901788,0.8054867,0.00008172508,0.00004299026,0.000002224891,0.0004359879,0.00004117975,0.001992041,0.005597066,0.0005012518,0.1857959],"study_design_scores_gemma":[0.001900638,0.0001279745,0.9357299,0.0002579015,0.0001253137,0.000254902,0.005457384,0.00453586,0.01020488,0.003992855,0.0366074,0.0008050347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886587,0.0004422268,0.006965843,0.0001425845,0.0001885893,0.0001826982,0.000008043159,0.000116306,0.003294978],"genre_scores_gemma":[0.9984866,0.0002447081,0.000957289,0.00001871348,0.0001567395,0.00001709927,0.000004205319,0.00001909172,0.00009559638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1849908,"threshold_uncertainty_score":0.577773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140306954536154,"score_gpt":0.2156914428358163,"score_spread":0.2042883732904548,"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."}}