{"id":"W4254407949","doi":"10.29173/mocs189","title":"A National Multilevel Analytical Research Agenda to support Integrated Construction Supply Chains for Offsite Housing Systems","year":2015,"lang":"en","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"RMIT University","keywords":"Supply chain; Panacea (medicine); SAFER; Built environment; Business; Research program; Engineering; Engineering management; Marketing; Civil engineering; Computer science","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006919262,0.0004147096,0.0006356066,0.002532577,0.0008851617,0.001671747,0.000538407,0.0002771735,0.000146445],"category_scores_gemma":[0.002517156,0.00037214,0.0001811119,0.002664559,0.00076875,0.001566069,0.0003125489,0.0004811358,0.0001374689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003894674,"about_ca_system_score_gemma":0.0005051135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001404082,"about_ca_topic_score_gemma":0.00006167826,"domain_scores_codex":[0.9937466,0.0001178692,0.001280288,0.001311784,0.002751475,0.0007919501],"domain_scores_gemma":[0.9919654,0.0002956605,0.0003971752,0.0002955221,0.006497549,0.0005486771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001495984,0.0001525961,0.2743366,0.0002484713,0.0002857512,0.00001318234,0.002948596,0.0009055064,0.001626231,0.1430177,0.1202187,0.4547507],"study_design_scores_gemma":[0.00406034,0.0008246226,0.008277687,0.000210142,0.0001128371,0.0004341182,0.02767247,0.4075552,0.001031988,0.007229231,0.5414602,0.001131168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9413796,0.00009514953,0.04651388,0.001224274,0.002541542,0.001978019,0.0002343876,0.0002363672,0.005796793],"genre_scores_gemma":[0.9781501,0.0000299182,0.01681569,0.0001969398,0.0006431613,0.0001744285,0.00007104901,0.00004274886,0.00387602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4536195,"threshold_uncertainty_score":0.999873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3124211905745741,"score_gpt":0.4312466023855266,"score_spread":0.1188254118109525,"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."}}