{"id":"W2296378885","doi":"","title":"융설시스템을 이용한 조립식 보도포장 기술 개발","year":2015,"lang":"ko","type":"article","venue":"한국건설관리학회 논문집","topic":"Education, Safety, and Science Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Snow; Block (permutation group theory); Snow cover; Snow removal; Meteorology; Forensic engineering; Engineering; Geography; Mathematics","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":[0.003030436,0.0003208375,0.0004253504,0.0001325742,0.001596654,0.0002970366,0.0009523791,0.0002206875,0.001095411],"category_scores_gemma":[0.001432138,0.0002951778,0.0001855013,0.001285271,0.001574219,0.0006526723,0.0002074168,0.0002857761,0.002502782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003476166,"about_ca_system_score_gemma":0.001554724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004895404,"about_ca_topic_score_gemma":0.004775929,"domain_scores_codex":[0.9960214,0.0004227627,0.0005062715,0.0006868135,0.001326433,0.00103629],"domain_scores_gemma":[0.9976296,0.0003015549,0.0002363858,0.0005213745,0.0006199633,0.0006911222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003031328,0.0005024255,0.1305527,0.00004838042,0.0001042421,0.00001410731,0.434912,0.00002682595,0.00005917102,0.03560281,0.3761873,0.02195977],"study_design_scores_gemma":[0.0006053135,0.0002312489,0.06752517,0.00008159738,0.00009321493,0.000004302392,0.2731098,0.00006879693,0.00006671081,0.02061575,0.6368255,0.0007725763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3135903,0.005633849,0.0001219206,0.06984466,0.01863999,0.0006926031,0.00004024951,0.0002480938,0.5911884],"genre_scores_gemma":[0.9443604,0.002126583,0.0004321872,0.001018063,0.003638322,0.00002911604,0.000007139535,0.00002328519,0.04836488],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6307701,"threshold_uncertainty_score":0.9999501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1362353021526891,"score_gpt":0.4088198901614659,"score_spread":0.2725845880087768,"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."}}