{"id":"W946741747","doi":"","title":"New principle of organization of working process of air conditioning systems at railway and sea transport","year":2008,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Material Properties and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refrigeration; Air conditioning; Heat exchanger; Gas compressor; Automotive engineering; Turboexpander; Engineering; Process (computing); Refrigerant; Process engineering; Mechanical engineering; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004915625,0.0001462328,0.0005808984,0.0001731356,0.0002005988,0.00007607182,0.0007742422,0.00006580809,0.003388242],"category_scores_gemma":[0.00006888149,0.0001257646,0.0000426068,0.000542999,0.0001677057,0.0007423622,0.000200264,0.00006227312,0.000002163293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000312019,"about_ca_system_score_gemma":0.000147435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008823163,"about_ca_topic_score_gemma":0.00001375987,"domain_scores_codex":[0.9981999,0.00007236285,0.0009243964,0.0002332465,0.0004110395,0.0001590388],"domain_scores_gemma":[0.9979225,0.0000587981,0.001230676,0.0002441838,0.0004368196,0.000107052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005650784,0.0000548256,0.2655081,0.0004023784,0.00002083675,0.000001379496,0.0004398674,0.001215325,0.7317877,0.0001476267,0.0002878903,0.00007760667],"study_design_scores_gemma":[0.0002912218,0.000008672248,0.2152603,0.000497868,0.00003494654,0.00001657067,0.00007127327,0.00004784251,0.7830856,0.0001334523,0.0004245247,0.0001277115],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960918,0.001491857,0.001203152,0.00002435146,0.000170891,0.0004361668,0.00006451589,0.00001655004,0.0005007069],"genre_scores_gemma":[0.9986293,0.0008237074,0.0002442478,0.00001175176,0.00005819495,0.00001335011,0.0000185257,0.00002540651,0.0001754658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05129799,"threshold_uncertainty_score":0.9975228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1639926405430145,"score_gpt":0.4445745721763321,"score_spread":0.2805819316333177,"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."}}