{"id":"W4405551599","doi":"10.25744/genb.2023.62.4.018","title":"АНАЛИЗ ПЕРСПЕКТИВЫ ВНЕДРЕНИЯ ТЕПЛОВОЙ НАСОСНОЙ УСТАНОВКИ В СИСТЕМУ ТЕПЛОСНАБЖЕНИЯ В УСЛОВИЯХ РЕСПУБЛИКИ САХА (ЯКУТИЯ)","year":2024,"lang":"ru","type":"article","venue":"Грозненский естественнонаучный бюллетень","topic":"Industrial Engineering and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Freon; Environmental science; Condenser (optics); Electricity; Coefficient of performance; Heat exchanger; Arctic; Nuclear engineering; Coolant; Work (physics); Gas compressor; Meteorology; Mechanical engineering; Heat pump; Engineering; Thermodynamics; Geography; Geology; 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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.002113195,0.003644171,0.003108099,0.002847911,0.001032436,0.002572451,0.003418771,0.0041349,0.003164706],"category_scores_gemma":[0.001231775,0.003856944,0.001849197,0.005048979,0.0009867375,0.001798571,0.001311378,0.006711927,0.01371019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00203,"about_ca_system_score_gemma":0.0008887721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001051791,"about_ca_topic_score_gemma":0.0001292894,"domain_scores_codex":[0.9854475,0.0003240003,0.003350018,0.003533282,0.002278811,0.005066344],"domain_scores_gemma":[0.9926455,0.001200088,0.0004146224,0.00403876,0.0004149098,0.001286105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004404152,0.001042945,0.0004275067,0.007785392,0.006467343,0.00773578,0.006050785,0.0752708,0.01539827,0.1664823,0.3725772,0.3403213],"study_design_scores_gemma":[0.003143218,0.0008665674,0.0003236666,0.004371345,0.001300835,0.0007833627,0.001571096,0.1269153,0.01946505,0.006496327,0.8288407,0.00592248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3899117,0.1738025,0.03271562,0.01923914,0.1105804,0.008665926,0.004552234,0.0729078,0.1876247],"genre_scores_gemma":[0.9578686,0.005381871,0.003663572,0.0003803014,0.006569054,0.0005107212,0.000429166,0.001606354,0.0235903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.567957,"threshold_uncertainty_score":0.998463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01259196826234178,"score_gpt":0.20486619909806,"score_spread":0.1922742308357182,"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."}}