{"id":"W6964561715","doi":"10.25916/sut.26500267","title":"Regulatory barriers associated with prefabricated and modular construction: Final report","year":2024,"lang":"en","type":"report","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"Plant Ecology and Soil Science","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Modular design; Certification; Context (archaeology); Prefabrication; Factory (object-oriented programming); Quality (philosophy); Construction industry; Project commissioning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004200734,0.0004417567,0.0008345983,0.001298261,0.000775237,0.00004254848,0.001273137,0.001574299,0.001947462],"category_scores_gemma":[0.001638719,0.00043657,0.0001493234,0.003157907,0.0101157,0.0003409213,0.00172135,0.002678299,0.00008980143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001638044,"about_ca_system_score_gemma":0.00168787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001286991,"about_ca_topic_score_gemma":0.001005394,"domain_scores_codex":[0.9944423,0.0002081063,0.000469382,0.001560159,0.002263219,0.001056857],"domain_scores_gemma":[0.9974503,0.0001881067,0.000458128,0.001062573,0.0004400864,0.0004008347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006244245,0.0005609668,0.5968803,0.0005902373,0.002705267,0.05277899,0.0008701488,0.0005290211,0.01034185,0.002457751,0.298091,0.03357007],"study_design_scores_gemma":[0.003552086,0.002680537,0.2710023,0.003191929,0.001284189,0.01450173,0.004439222,0.001013477,0.004502493,0.03571025,0.65486,0.003261743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9051782,0.0009425476,0.00006507843,0.003429968,0.0002768667,0.0007293986,0.0001187796,0.0004194462,0.08883969],"genre_scores_gemma":[0.9593849,0.001320943,0.0008161873,0.00001035621,0.00003290144,0.000005240455,0.00008377153,0.00004147617,0.03830422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3567691,"threshold_uncertainty_score":0.9998086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02871665802749564,"score_gpt":0.2621671133254232,"score_spread":0.2334504552979276,"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."}}