{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002249011,0.0008824911,0.0006151754,0.002496825,0.003073571,0.009668294,0.001149989,0.00234527,0.03318658],"category_scores_gemma":[0.005777512,0.0007157244,0.0009931873,0.001985156,0.006268007,0.005832092,0.003152034,0.002860306,0.01165197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004119067,"about_ca_system_score_gemma":0.006037081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007063665,"about_ca_topic_score_gemma":0.005538252,"domain_scores_codex":[0.9963767,0.0007973586,0.0002060352,0.0007506828,0.001471059,0.0003981845],"domain_scores_gemma":[0.9966369,0.0008013889,0.0004368599,0.0004999019,0.001264269,0.0003606855],"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":[0.00009305556,0.0000552651,0.002510284,0.0004355049,0.00005468733,0.0005252022,0.004191692,0.001323214,0.004897337,0.8952175,0.01180297,0.07889332],"study_design_scores_gemma":[0.00004162859,0.00007851612,0.006709249,0.0004559525,0.0000875291,0.001072094,0.005058858,0.002385585,0.005860202,0.3951524,0.582969,0.0001289774],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04451716,0.01585841,0.1142028,0.01490889,0.00183363,0.0002208234,0.0009176072,0.0005745458,0.806966],"genre_scores_gemma":[0.6840248,0.0156119,0.08146829,0.001994712,0.0009955808,0.000576104,0.0009109749,0.0005657537,0.2138519],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03318658,"threshold_uncertainty_score":0.1110202,"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."}}