{"id":"W4412005399","doi":"10.33042/2311-7257.2025.112.1.3","title":"ОСВОЄННЯ ПІДЗЕМНОГО ПРОСТОРУ: ПРОБЛЕМИ, МЕТОДИ ТА ПЕРСПЕКТИВИ","year":2025,"lang":"en","type":"article","venue":"Scientific Bulletin of Civil Engineering","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Space (punctuation); Astrobiology; Earth science; Geology; Environmental science; Computer science; Physics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006638207,0.0003258757,0.0004037929,0.0004601906,0.000145677,0.0001718361,0.0005110719,0.0001727315,0.002038097],"category_scores_gemma":[0.0002296704,0.0003444297,0.0001887516,0.0008718376,0.0001873048,0.00009245497,0.0001284341,0.0003570577,0.00005331077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001921485,"about_ca_system_score_gemma":0.00008117432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002378241,"about_ca_topic_score_gemma":0.00003923559,"domain_scores_codex":[0.9979703,0.00002348273,0.0005695919,0.0004552278,0.0003624069,0.0006189942],"domain_scores_gemma":[0.9987403,0.0001469274,0.00004635638,0.0007558595,0.0001852573,0.0001252725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002754215,0.0001231941,0.0008339302,0.003089553,0.0003128838,0.00002116958,0.0008529412,0.4687485,0.04617732,0.02173716,0.4492302,0.008845625],"study_design_scores_gemma":[0.0004524814,0.00002350124,0.001644231,0.0001839323,0.00004106647,0.000005877685,0.0001825894,0.02891667,0.01190989,0.002988837,0.9531978,0.0004531043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2423396,0.007291895,0.2446313,0.00234603,0.02266836,0.001629856,0.0001124118,0.003754336,0.4752262],"genre_scores_gemma":[0.9924883,0.00001808781,0.001938139,0.0000409421,0.00008634255,0.00002672521,0.00001822174,0.00004459643,0.005338684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7501487,"threshold_uncertainty_score":0.9999008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002361582874467098,"score_gpt":0.1736700367836443,"score_spread":0.1713084539091772,"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."}}