{"id":"W7093927943","doi":"","title":"ÐÐ»Ð°ÑÐ¸ÑÑÐºÐ°ÑÑÑ ÑÐ¿Ð¾ÑÐ¾Ð±ÑÐ² Ð²Ð¸Ð´Ð¾Ð±ÑÐ²Ð°Ð½Ð½Ñ Ð¼ÐµÑÐ°Ð½Ñ Ð· Ð³Ð°Ð·Ð¾Ð³ÑÐ´ÑÐ°ÑÐ½Ð¸Ñ Ð¿Ð¾ÐºÐ»Ð°Ð´ÑÐ² Ð´Ð½Ð° Ð§Ð¾ÑÐ½Ð¾Ð³Ð¾ ÐÐ¾ÑÑ","year":2017,"lang":"uk","type":"article","venue":"Electronic scientific archive of UrFU (Ural Federal University)","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural gas; Natural gas field; Clathrate hydrate; Black sea; Fossil fuel; Energy source; Extraction (chemistry)","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","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.002189542,0.001844898,0.001952513,0.001294391,0.009793893,0.00159874,0.00676072,0.0008331227,0.004975962],"category_scores_gemma":[0.0002545456,0.00186512,0.001499922,0.001868791,0.007349325,0.003145214,0.003995843,0.002982919,0.002271786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002128977,"about_ca_system_score_gemma":0.001442041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003623249,"about_ca_topic_score_gemma":0.003553867,"domain_scores_codex":[0.9857035,0.001062239,0.001594574,0.003972237,0.00264111,0.005026362],"domain_scores_gemma":[0.9913107,0.000470126,0.002298308,0.003958765,0.0002391274,0.00172294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004337681,0.004156038,0.02312277,0.000829699,0.003665823,0.00182239,0.0121502,0.005522998,0.740319,0.1319106,0.03298781,0.03917509],"study_design_scores_gemma":[0.01504078,0.004885485,0.03149192,0.001484613,0.002049119,0.0003546261,0.005314111,0.01750214,0.03886839,0.03840184,0.8364286,0.008178344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8225602,0.001887162,0.0009198324,0.003492385,0.005465483,0.00241728,0.00136577,0.000302286,0.1615896],"genre_scores_gemma":[0.8455523,0.001516799,0.0007751525,0.0001430683,0.0004258442,0.00000790584,0.000503258,0.0001670241,0.1509086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8034408,"threshold_uncertainty_score":0.9994377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01069787068366941,"score_gpt":0.2058408556729575,"score_spread":0.1951429849892881,"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."}}