{"id":"W4412754705","doi":"10.11159/iccste25.293","title":"Guide for the Optimization of Material Storage during the Structural Phase of Educational Projects through the Application of the ABC Methodology","year":2025,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Civil, Structural and Transportation Engineering","topic":"Engineering and Environmental Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Phase (matter); Systems engineering; Engineering; Chemistry","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":[0.0001068839,0.0001253221,0.0001450054,0.00003255183,0.0001058987,0.00001253615,0.000373733,0.00003675656,0.00001171919],"category_scores_gemma":[0.00005492633,0.00006100255,0.00007484533,0.0001308806,0.0001277709,0.00009228301,0.00002271422,0.00009884682,1.910832e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000030103,"about_ca_system_score_gemma":0.00001220071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007305757,"about_ca_topic_score_gemma":0.00002377619,"domain_scores_codex":[0.999283,0.000004615606,0.000342186,0.000103905,0.0001804007,0.00008586594],"domain_scores_gemma":[0.9994574,0.000155929,0.0001706647,0.00008721052,0.000121596,0.000007176232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007691771,0.000008571033,0.001482258,0.0004906314,0.000229758,8.383653e-9,0.001632429,0.7668827,0.1544928,0.07397458,0.00002234535,0.0007069808],"study_design_scores_gemma":[0.000982707,0.00005231546,0.2709179,0.0003202102,0.0001950305,0.00000421565,0.001335722,0.4485662,0.2737388,0.003491301,0.0001965401,0.0001990233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988327,0.0001281016,0.009099077,0.0009623701,0.0005973034,0.0005051159,0.0001363785,0.00001440623,0.000230269],"genre_scores_gemma":[0.9984053,0.00006762667,0.00133879,0.00000849244,0.00004412131,0.00007192158,0.00001025533,0.000009508773,0.00004394308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3183165,"threshold_uncertainty_score":0.2487612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02020674834443415,"score_gpt":0.2712118386908113,"score_spread":0.2510050903463772,"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."}}