{"id":"W1953621482","doi":"","title":"BEMS 기반 지속적 커미셔닝 기술의 국내외 연구개발동향","year":2012,"lang":"ko","type":"article","venue":"대한설비공학회 동계학술발표회 논문집","topic":"Diverse Academic Research Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Project commissioning; HVAC; Architectural engineering; Quality (philosophy); Engineering; Energy performance; Efficient energy use; Computer science; Publishing; Air conditioning; Electrical engineering; Mechanical engineering","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005173746,0.0005782258,0.0008426973,0.0005110736,0.001320109,0.0004790311,0.002230358,0.0008403848,0.01860049],"category_scores_gemma":[0.00209608,0.0005696671,0.0007109851,0.002616847,0.00135217,0.0020879,0.0007954215,0.001415142,0.02236088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006998003,"about_ca_system_score_gemma":0.0005804132,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007573549,"about_ca_topic_score_gemma":0.0004757319,"domain_scores_codex":[0.9905103,0.001132974,0.0008555333,0.0009014895,0.00324462,0.003355055],"domain_scores_gemma":[0.9954525,0.0006881681,0.0004227813,0.001026287,0.0003555092,0.002054702],"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":[0.0001436781,0.001414872,0.3005163,0.0001866448,0.002073248,0.0001327416,0.09178746,0.0000767177,0.001652159,0.04507288,0.4458837,0.1110596],"study_design_scores_gemma":[0.0007205564,0.0001175996,0.01610955,0.0001000284,0.0004233661,0.000005355269,0.02230957,0.0002218189,0.0004536686,0.001249216,0.957339,0.0009502376],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4786636,0.01531461,0.000386309,0.01640223,0.005616247,0.001705142,0.0002810473,0.0005576379,0.4810732],"genre_scores_gemma":[0.9287897,0.005589898,0.0003425076,0.001010324,0.004482847,0.00004541862,0.00003619652,0.00007246768,0.0596306],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5114554,"threshold_uncertainty_score":0.99998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06576857558086112,"score_gpt":0.392120636557326,"score_spread":0.3263520609764649,"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."}}