{"id":"W4409791059","doi":"10.61091/jcmcc127a-417","title":"Study on determining the weights of risk assessment indexes based on AHP hierarchical analysis for barracks facilities construction units in highland and alpine areas","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Evaluation and Optimization Models","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Analytic hierarchy process; Environmental science; Risk analysis (engineering); Geography; Computer science; Engineering; Operations research; Business","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":[0.00140366,0.0001702265,0.0005467298,0.0005118116,0.0001623371,0.0000987861,0.0001251401,0.00008249299,0.000002039987],"category_scores_gemma":[0.0005104313,0.0001278141,0.00007851877,0.0005047059,0.00005766776,0.00006782806,0.0000327696,0.0003214474,3.290315e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006104307,"about_ca_system_score_gemma":0.00008165906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002814995,"about_ca_topic_score_gemma":0.000001980989,"domain_scores_codex":[0.9983891,0.0001743484,0.0008124909,0.0001226997,0.0003754385,0.0001258722],"domain_scores_gemma":[0.9969882,0.002043848,0.0003706061,0.0001381564,0.0004090955,0.00005010293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003322459,0.001091352,0.1020619,0.0003233737,0.0008803545,0.000003035198,0.005382314,0.3758758,0.000015777,0.5111819,0.00003612602,0.002815789],"study_design_scores_gemma":[0.007936286,0.0008190032,0.02731692,0.0002866645,0.0004006681,0.000001070124,0.001304183,0.8425975,0.00009264621,0.1190619,0.00002272755,0.0001604393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468065,0.00002333647,0.05027317,0.00004342446,0.002254469,0.0003426771,0.000008801422,0.00001276707,0.0002348892],"genre_scores_gemma":[0.9975972,0.00001309952,0.002263334,0.000008494703,0.00009898332,0.00000456271,0.000002674765,0.000009998153,0.000001689532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4667217,"threshold_uncertainty_score":0.5212106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951973682718185,"score_gpt":0.2839969494154582,"score_spread":0.2644772125882763,"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."}}