{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009031378,0.0004965357,0.0003394503,0.001744717,0.0015722,0.003790418,0.0005153563,0.001088788,0.01814184],"category_scores_gemma":[0.00191579,0.0006247917,0.0004024118,0.001895265,0.001785278,0.001545243,0.001205501,0.001383995,0.006757034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00143147,"about_ca_system_score_gemma":0.002621143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006123419,"about_ca_topic_score_gemma":0.008073611,"domain_scores_codex":[0.9991454,0.000141835,0.00004742783,0.0001464929,0.0004235772,0.0000953702],"domain_scores_gemma":[0.9993539,0.0002043254,0.00009106338,0.0001031207,0.0001954592,0.0000520631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001071135,0.0000805564,0.002075932,0.0007222051,0.00003094721,0.001770987,0.003333164,0.00279554,0.01391863,0.5536472,0.0155183,0.4059995],"study_design_scores_gemma":[0.00003101683,0.00007665552,0.00466815,0.0003877859,0.00006120242,0.002030363,0.001813127,0.002817108,0.0078698,0.1112932,0.8688521,0.00009951903],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09563276,0.03919597,0.2095223,0.007912776,0.002085578,0.0003107333,0.0009970433,0.0008533004,0.6434895],"genre_scores_gemma":[0.6652658,0.03237773,0.1734077,0.0004115101,0.0005124467,0.0004714424,0.0004402901,0.0004647194,0.1266483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01814184,"threshold_uncertainty_score":0.06069046,"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."}}