{"id":"W4366506691","doi":"10.11159/icgre23.137","title":"Optimising Design of Temporary Working Platforms Made From Hydraulically Bound Materials","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Advanced Manufacturing and Logistics Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Process engineering; Mechanical engineering; Engineering","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":[0.00009061074,0.0002453845,0.0002769873,0.00015838,0.00008425334,0.00005337813,0.0002264729,0.00006903914,0.00002310417],"category_scores_gemma":[0.00002264043,0.0002000887,0.00004324172,0.0001734518,0.00009023053,0.0001947527,0.0001232202,0.0001603709,0.000001136998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005359889,"about_ca_system_score_gemma":0.000002228239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005265651,"about_ca_topic_score_gemma":7.091137e-7,"domain_scores_codex":[0.9989883,0.00000199068,0.000326792,0.0002091019,0.0002239589,0.0002498255],"domain_scores_gemma":[0.999612,0.00009039636,0.0001210033,0.0001115436,0.000005801413,0.00005923942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002406612,0.000003077628,0.0003049315,0.0001027528,0.00004462543,7.813674e-7,0.00007105993,0.8138797,0.1848373,0.000216672,0.00006353494,0.0004515008],"study_design_scores_gemma":[0.0004319368,0.00003441806,0.009288649,0.0005068037,0.00003726749,0.000005170565,0.0001244459,0.2994354,0.6872792,0.002367789,0.0000904684,0.0003984814],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964116,0.0001418275,0.002105144,0.00001876334,0.0006191302,0.0002291821,0.00004588906,0.0002144849,0.0002139366],"genre_scores_gemma":[0.994385,0.0002011505,0.005162044,0.000008519189,0.00005610955,0.00001109511,0.00002118408,0.0000544594,0.0001004552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5144443,"threshold_uncertainty_score":0.8159379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156752063312566,"score_gpt":0.1890371527193684,"score_spread":0.1774696320862427,"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."}}