{"id":"W3174036720","doi":"","title":"상가건물 소방용 연결송수관설비 송수구의 개선방안에 관한 연구","year":2016,"lang":"ko","type":"article","venue":"대한안전경영과학회지","topic":"Education, Safety, and Science Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Truck; Visibility; Quarter (Canadian coin); Architectural engineering; Transport engineering; Engineering; Geography; Business; Meteorology; Archaeology","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001959469,0.0003558856,0.0004307071,0.0001507344,0.002166695,0.0002010524,0.001001212,0.0002376826,0.003668082],"category_scores_gemma":[0.001089009,0.0002429079,0.0002503893,0.001000825,0.002096998,0.0007021597,0.0002021416,0.0001834759,0.002714491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002894314,"about_ca_system_score_gemma":0.000818829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001837332,"about_ca_topic_score_gemma":0.00358592,"domain_scores_codex":[0.9959979,0.0003872751,0.0005561555,0.0008064031,0.00105485,0.001197428],"domain_scores_gemma":[0.997646,0.000689082,0.0002554507,0.0005877751,0.0004032083,0.0004184422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004218943,0.0006198575,0.394989,0.00008437901,0.0001793761,0.00001742836,0.1499456,0.000002185864,0.001032741,0.1107419,0.1336533,0.208692],"study_design_scores_gemma":[0.000715789,0.0002318326,0.2736274,0.0002823864,0.0001058005,0.000004518231,0.07063136,0.000008780457,0.0003567609,0.03327766,0.6197294,0.001028343],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4779953,0.002792216,0.0004847811,0.1855214,0.01646034,0.0008869944,0.00009680922,0.000324692,0.3154374],"genre_scores_gemma":[0.9197078,0.006547287,0.0002334186,0.0009043911,0.002901265,0.00003633037,0.000002078159,0.00002403374,0.06964342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4860761,"threshold_uncertainty_score":0.9991323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04553795240329538,"score_gpt":0.3635729269658713,"score_spread":0.318034974562576,"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."}}